We would want to explore the data we received by the 5 core activities of data analysis that we learned in class.
Our question is of type exploratory - we would want to check if there are some relations between the different data sets we received.
We received the data sets:
Covid cases data set.
Concern data set.
Trump Tweets.
Our first assignment is to explore the data, so we would want to start with that.
We will explore the data by doing some statistical analysis and plots for a better understanding, and for last we will try to present the results as best as we can.
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant
# install.packages("rtweet")
# install.packages("tidytext")
# install.packages("robotstxt")
# install.packages("lexicon")
# install.packages("stringr")
# install.packages("reshape")
#install.packages("multipanelfigure")
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
library(reshape)
library(tidyverse)
library(robotstxt)
library(rvest)
library(magrittr)
library(lubridate)
library(tidymodels)
library(tidytext)
library(textrecipes)
library(glue)
library(countrycode)
library(plotly)
library(tools)
library(broom)
library(ggridges)
library(corrplot)
Here is a link to the site from which the information on the corona cases was taken
“https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases”
First we check if the site allows us to access the table and perform web-scraping
paths_allowed("https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases")
## [1] TRUE
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
We will now perform web-scraping in order to extract thr table from the web
# wiki_url <- 'https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases'
# wiki_page <- read_html(wiki_url)
# Wiki_Cases <- wiki_page%>%
# html_nodes ('#mw-content-text > div.mw-parser-output > div:nth-child(4) > table > tbody')%>%
# html_table()
# Wiki_Cases <- as.data.frame(Wiki_Cases) # save the table as data frame
# Wiki_Cases
# saveRDS(Wiki_Cases, file = "data\\Wiki_Cases.rds")
Now we want to change the type of columns, it can be seen from the data frame that confirmed cases is chr and not numeric.
We will create a function to organize the data frame.
Wiki_Cases<- readRDS("data\\Wiki_Cases.rds")
country<- unlist(Wiki_Cases[1,]) # save vector first row for future use
Wiki_Cases <- Wiki_Cases %>%
filter(!Date %in% c('Date','Total','Refs','Notes'))%>%
# fiter for removing the header of the table which appears many times inside the table
mutate(Date=dmy(Date),Date.1=dmy(Date.1)) # mutate function for set column date as type date
casting_dbl<- function(df){
columns_name <- colnames(df) # get column names of df as vector to go over by iterations
for(i in 1:length(columns_name))
{
# apart from date column which we handle earlier, each column type char convert to dbl
if(typeof(df[, columns_name[i]])=="character")
{df[,columns_name[i]]<- as.numeric(gsub(",", "", df[,columns_name[i]]))}
# we use gsub function for removing coma from numbers
else{next}
}
df[is.na(df)] = 0 # all places with NA will have now zeros
return(df)
}
Brief description of the function :
1) Use a dictionary from the web which converts abbreviations of states to their names.
2) Replace spaces between two word with “_”
3) Change the name of some columns which have at the origin table sub columns
Here is a link for the origin of abbreviations dictionary ‘https://bit.ly/2ToSrFv’
change_columns_names <- function(df , country){
dict_abbrev<- read.csv('https://bit.ly/2ToSrFv')
abv_country<- gsub(" ", "_", head(setdiff(country, colnames(df)),-2)) # extract difference
for (i in 1:length(abv_country))
{if(abv_country[i] %in% dict_abbrev$abbreviation) # use %in% to look for country at abbreviations dict
{abv_country[i]<- countrycode::countrycode(abv_country[i], 'abbreviation', 'state',custom_dict = dict_abbrev)}
else{next}}
abv_country<-gsub(" ", "_",abv_country)
search_for<- c('Date','Territories','Confirmed','Deaths','Recovered','Active') # columns with sub columns
column_name <- colnames(df)
res <- vector(mode="character", length=length(column_name)) # create new vector
for (j in 1:length(search_for))
{
starts <-startsWith((column_name), search_for[j]) # use start with function to find name start with the same name
for (i in 1:length(starts))
{
if(starts[i] == TRUE )
{res[i] <-search_for[j]} # if TRUE means we find a match and we want to set the value at new vector
}
}
# now putting it all together
for (i in 2:length(res)){
if(res[i] == "") # if value is "" we didn't find a match so take from abv_country
{res[i]<-paste(res[i], abv_country [i-1], sep = "")}
else{res[i]<-paste(res[i], country[i], sep = "_")} # else append sub name column
}
colnames(df)<-res
return (df)
}
Now we will apply all function together, to get a fresh new clean table.
Note: we found that the table also contains territories and city which not appear at dict_abbrev will append the separately
clean_data<- function(df){
country<- case_when(
country=="DC" ~ "Washington_D.C",
country=="GU" ~ "Guam",
country=="MP" ~ "Northern_Mariana_Islands",
country=="PR" ~ "Puerto_Rico",
country=="VI" ~ "Virgin_Islands",
TRUE ~ country)
df_casting_dbl<-casting_dbl(df)
df_change_columns<- change_columns_names(df_casting_dbl, country)
return (df_change_columns)
}
Cases<- clean_data(Wiki_Cases)
Cases
## Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 1 2020-01-21 0 0 0 0 0 0 0
## 2 2020-01-24 0 0 0 0 0 0 0
## 3 2020-01-25 0 0 1 0 0 0 0
## 4 2020-01-26 0 1 1 0 0 0 0
## 5 2020-01-30 0 0 0 0 0 0 0
## 6 2020-01-31 0 0 1 0 0 0 0
## 7 2020-02-01 0 0 0 0 0 0 0
## 8 2020-02-02 0 0 3 0 0 0 0
## 9 2020-02-05 0 0 0 0 0 0 0
## 10 2020-02-15 0 0 0 0 0 0 0
## 11 2020-02-20 0 0 2 0 0 0 0
## 12 2020-02-25 0 0 0 0 0 0 0
## 13 2020-02-26 0 0 1 0 0 0 0
## 14 2020-02-27 0 0 0 0 0 0 0
## 15 2020-02-28 0 0 1 0 0 0 0
## 16 2020-02-29 0 0 1 0 0 0 0
## 17 2020-03-01 0 0 5 0 0 0 0
## 18 2020-03-02 0 0 5 0 0 0 0
## 19 2020-03-03 0 1 12 0 0 0 0
## 20 2020-03-04 0 0 4 0 0 0 0
## 21 2020-03-05 0 0 8 2 0 0 0
## 22 2020-03-06 0 1 11 6 1 0 0
## 23 2020-03-07 0 2 8 0 0 0 0
## 24 2020-03-08 0 0 26 0 1 0 0
## 25 2020-03-09 0 0 19 4 0 0 0
## 26 2020-03-10 0 1 24 5 0 0 0
## 27 2020-03-11 0 3 20 17 0 0 1
## 28 2020-03-12 1 0 21 15 0 0 0
## 29 2020-03-13 0 0 49 28 0 1 3
## 30 2020-03-14 0 3 39 24 2 4 2
## 31 2020-03-15 0 0 49 30 3 0 1
## 32 2020-03-16 2 6 57 29 3 0 0
## 33 2020-03-17 3 2 80 23 4 3 2
## 34 2020-03-18 0 7 126 33 2 3 3
## 35 2020-03-19 3 17 77 61 10 12 4
## 36 2020-03-20 3 19 331 86 11 8 5
## 37 2020-03-21 2 41 218 112 11 12 6
## 38 2020-03-22 8 48 268 116 8 4 7
## 39 2020-03-23 14 82 265 129 21 3 11
## 40 2020-03-24 6 92 369 192 13 23 6
## 41 2020-03-25 17 75 433 174 5 50 2
## 42 2020-03-26 10 107 471 344 11 62 18
## 43 2020-03-27 16 157 795 304 14 45 50
## 44 2020-03-28 17 108 842 327 31 31 26
## 45 2020-03-29 12 146 0 246 24 49 14
## 46 2020-03-30 5 238 1120 320 29 105 16
## 47 2020-03-31 14 132 1169 339 20 110 7
## 48 2020-04-01 10 124 1223 376 34 148 33
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## 51 2020-04-04 14 250 1325 392 32 64 0
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## 53 2020-04-06 6 187 898 222 16 69 54
## 54 2020-04-07 22 119 1529 257 23 40 19
## 55 2020-04-08 13 151 1092 226 25 22 13
## 56 2020-04-09 9 292 1352 547 7 121 22
## 57 2020-04-10 11 94 1163 308 23 43 11
## 58 2020-04-11 11 281 1143 383 21 11 12
## 59 2020-04-12 15 146 1179 410 13 19 10
## 60 2020-04-13 5 163 554 388 5 27 7
## 61 2020-04-14 8 104 990 250 13 11 5
## 62 2020-04-15 8 156 1086 339 13 123 5
## 63 2020-04-16 7 272 1758 395 11 22 11
## 64 2020-04-17 9 273 1346 372 12 46 7
## 65 2020-04-18 5 212 1435 386 21 13 4
## 66 2020-04-19 5 210 1370 297 6 4 7
## 67 2020-04-20 2 135 645 376 4 64 0
## 68 2020-04-21 8 187 2283 341 2 30 4
## 69 2020-04-22 6 208 2135 431 6 36 2
## 70 2020-04-23 2 310 1973 -670 4 34 3
## 71 2020-04-24 2 276 1885 787 5 34 2
## 72 2020-04-25 0 235 1883 538 3 17 1
## 73 2020-04-26 2 246 1027 447 2 10 3
## 74 2020-04-27 4 190 1300 394 1 20 1
## 75 2020-04-28 6 232 1567 367 2 35 2
## 76 2020-04-29 4 254 1469 407 4 32 0
## 77 2020-04-30 0 446 2417 489 5 31 2
## 78 2020-05-01 9 314 1525 441 1 20 0
## 79 2020-05-02 1 402 1755 420 1 26 2
## 80 2020-05-03 3 276 1419 399 0 18 0
## 81 2020-05-04 2 279 1321 272 1 27 2
## 82 2020-05-05 1 386 1275 431 4 21 -1
## 83 2020-05-06 1 402 2603 412 1 31 0
## 84 2020-05-07 2 238 1799 520 3 20 0
## 85 2020-05-08 3 581 1898 437 0 27 2
## 86 2020-05-09 1 434 2049 522 2 25 0
## 87 2020-05-10 1 159 2119 318 1 0 0
## 88 2020-05-11 2 261 1259 174 2 30 1
## 89 2020-05-12 2 356 1443 228 1 33 2
## 90 2020-05-13 0 440 1759 250 3 31 1
## 91 2020-05-14 4 498 2023 343 -1 27 0
## 92 2020-05-15 1 495 1772 347 1 38 4
## 93 2020-05-16 4 462 1857 356 1 30 2
## 94 2020-05-17 4 306 2046 266 1 0 0
## 95 2020-05-18 3 233 1591 255 0 36 2
## 96 2020-05-19 0 396 1365 276 1 21 1
## 97 2020-05-20 3 331 2262 291 2 30 7
## 98 2020-05-21 0 418 2140 308 4 28 1
## 99 2020-05-22 2 293 2247 299 -5 61 0
## 100 2020-05-23 4 431 2187 455 1 31 0
## 101 2020-05-24 0 300 2079 200 0 0 0
## 102 2020-05-25 1 222 1848 84 0 0 0
## 103 2020-05-26 2 222 2175 267 0 73 0
## 104 2020-05-27 1 479 2247 232 1 32 2
## 105 2020-05-28 13 501 2717 318 3 38 4
## 106 2020-05-29 5 702 2189 414 2 34 8
## 107 2020-05-30 4 790 2992 495 2 36 12
## 108 2020-05-31 26 681 3705 282 1 0 10
## 109 2020-06-01 7 187 2423 160 0 67 4
## 110 2020-06-02 20 1127 2304 202 1 27 4
## 111 2020-06-03 18 973 2377 266 0 57 2
## 112 2020-06-04 8 530 2120 271 2 64 14
## 113 2020-06-05 11 1579 3094 251 9 57 2
## 114 2020-06-06 12 1119 3115 220 9 28 -1
## 115 2020-06-07 8 1438 2796 138 2 0 5
## 116 2020-06-08 19 789 2507 170 1 50 3
## 117 2020-06-09 10 618 2170 160 6 31 6
## 118 2020-06-10 20 1556 2702 128 3 40 7
## 119 2020-06-11 17 1412 3090 125 7 42 2
## 120 2020-06-12 15 1654 2702 175 14 51 10
## 121 2020-06-13 29 1540 3660 193 17 46 15
## 122 2020-06-14 7 1233 3212 115 5 0 13
## 123 2020-06-15 3 1014 2597 143 8 63 8
## 124 2020-06-16 12 2392 2108 129 4 78 5
## 125 2020-06-17 20 1827 3455 208 4 92 16
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## 127 2020-06-19 14 3246 4317 235 27 128 11
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## 131 2020-06-23 17 3593 5019 179 3 148 9
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## 163 2020-07-25 89 3740 10066 806 71 563 221
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## 485 0 0 0 0 0
## Recovered_Total Active_Total
## 1 0 1
## 2 0 2
## 3 0 3
## 4 0 5
## 5 0 6
## 6 0 7
## 7 0 8
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## 10 3 9
## 11 5 9
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## 485 0 0
# cases is sorted by columns names so we take region by [:]
West<-colnames(Cases)[2:14]
Midwest<-colnames(Cases)[15:27]
South<-colnames(Cases)[28:40]
Northeast<-colnames(Cases)[41:52]
Territories<-colnames(Cases)[53:56]
We will have a glimpse over the data for a better understanding.
# glimpse(Cases)
We can see that the cases data frame has 2 different data frames:
States cases - this part represent data about cases that occurred in each day. each row represent the day and each column represent the state’s cases per day.
This data frame contains also data collected about the territories of the US: Guam , Virgin Islands , Northen Mariana Islands and Puerto Rico.
Total cases - this part represent sum of cases of the US population by the categories:
Daily reports for confirmed, deaths and recovered cases.
Total reports for confirmed, deaths and recovered cases.
We noticed there are only 2 data types:
dbl - representing the the cases amount
date - representing the date.
For start We would want to separate the 2 data frames for easier working.
After that, we would want to do some calculations over the regions of the states, so we will create separated data frames for each region, and a data frame of the states cases by each region.
index1 <- c(1, 58:64)
Total_Df <- Cases %>%
select(all_of(index1))
index2 <- c(1:56)
Cases_States <- Cases %>%
select(all_of(index2))
We now have two data frames with different roles.
Let’s check the dimensions of the df.
dim(Cases_States)
## [1] 485 56
dim(Total_Df)
## [1] 485 8
All the data frames have 484 rows that represent the date of cases.
The cases data frame have 56 variables that represent the states and territories.
The total_df data frame has 8 variables that represents total amount of cases.
We know that the rows represent data that was collected in each day , so we will check the top and bottom of the data to understand when it starts and when it ends.
Lets see the top and bottom of the cases states data frame
Cases_States <- Cases_States %>%
arrange(Date)
head(Cases_States, 5)
## Date Alaska Arizona California Colorado Hawaii Idaho Montana New_Mexico
## 1 2020-01-21 0 0 0 0 0 0 0 0
## 2 2020-01-24 0 0 0 0 0 0 0 0
## 3 2020-01-25 0 0 1 0 0 0 0 0
## 4 2020-01-26 0 1 1 0 0 0 0 0
## 5 2020-01-30 0 0 0 0 0 0 0 0
## Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana Kansas Michigan
## 1 0 0 0 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0 1 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 1 0 0 0
## Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma South_Dakota Wisconsin
## 1 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0
## Alabama Arkansas Florida Georgia Kentucky Louisiana Mississippi
## 1 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0
## North_Carolina South_Carolina Tennessee Texas Virginia West_Virginia
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## Connecticut Washington_D.C Delaware Massachusetts Maryland Maine
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 1 0 0 0 0 0 0
## 2 0 0 0 0 0 0
## 3 0 0 0 0 0 0
## 4 0 0 0 0 0 0
## 5 0 0 0 0 0 0
## Territories_Guam Territories_Northern_Mariana_Islands Territories_Puerto_Rico
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## Territories_Virgin_Islands
## 1 0
## 2 0
## 3 0
## 4 0
## 5 0
tail(Cases_States, 5)
## Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 481 2021-06-08 0 414 792 600 33 127 137
## 482 2021-06-09 65 433 846 697 42 138 73
## 483 2021-06-10 0 370 856 596 48 102 99
## 484 2021-06-11 60 422 1136 930 74 118 71
## 485 2021-06-12 0 0 0 0 0 0 0
## New_Mexico Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana
## 481 61 347 297 252 479 50 71 365 364
## 482 76 217 262 360 403 84 105 408 352
## 483 96 295 358 313 601 44 69 366 460
## 484 125 262 296 266 539 82 133 401 395
## 485 0 0 0 0 0 0 0 0 0
## Kansas Michigan Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma
## 481 0 293 108 460 39 37 274 80
## 482 401 257 108 378 44 29 289 124
## 483 0 301 130 482 53 35 253 122
## 484 269 318 136 438 35 43 230 178
## 485 0 0 0 0 0 0 0 0
## South_Dakota Wisconsin Alabama Arkansas Florida Georgia Kentucky Louisiana
## 481 31 168 0 231 0 251 339 -27
## 482 10 106 657 201 0 266 198 678
## 483 21 136 0 289 0 334 213 347
## 484 8 124 606 393 11454 275 187 212
## 485 0 0 0 0 0 0 0 0
## Mississippi North_Carolina South_Carolina Tennessee Texas Virginia
## 481 57 173 81 189 3442 117
## 482 107 285 147 199 3561 187
## 483 194 312 49 362 -2623 201
## 484 236 283 104 140 1108 91
## 485 0 0 0 0 0 0
## West_Virginia Connecticut Washington_D.C Delaware Massachusetts Maryland
## 481 78 66 23 21 100 78
## 482 60 108 8 37 116 126
## 483 91 57 24 33 85 121
## 484 70 31 7 38 121 113
## 485 0 0 0 0 0 0
## Maine New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 481 26 3 147 442 310 32 13
## 482 38 52 153 426 330 47 5
## 483 48 44 214 566 267 34 14
## 484 37 28 157 480 265 26 6
## 485 0 0 0 0 0 0 0
## Territories_Guam Territories_Northern_Mariana_Islands
## 481 5 0
## 482 9 0
## 483 6 0
## 484 6 0
## 485 0 0
## Territories_Puerto_Rico Territories_Virgin_Islands
## 481 50 0
## 482 10 44
## 483 29 0
## 484 61 38
## 485 0 0
First, we used the arrange function to arrange by the date, after we can see our data starts at the 21.1.20 and ends at the 11.6.21.
We want to create data frame representing the regions so we have a look over the data from another angle.
Region_Cases <- Cases %>%
mutate(Total_West = rowSums(.[2:14]), Total_Midwest = rowSums(.[15:27]),
Total_South = rowSums(.[28:40]), Total_Northeast = rowSums(.[41:52]),
Total_Territories = rowSums(.[53:56])) %>%
select(Date, Total_West, Total_Midwest , Total_South, Total_Northeast,
Total_South, Total_Northeast, Total_Territories)
Now that we organized the data we would want to check if there are incorrect values in the data frame.
First, we will use the filter function to check for negative values.
Cases_States %>%
filter_all(any_vars(.<0))
## Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 1 2020-04-23 2 310 1973 -670 4 34 3
## 2 2020-04-26 2 246 1027 447 2 10 3
## 3 2020-05-04 2 279 1321 272 1 27 2
## 4 2020-05-05 1 386 1275 431 4 21 -1
## 5 2020-05-11 2 261 1259 174 2 30 1
## 6 2020-05-14 4 498 2023 343 -1 27 0
## 7 2020-05-18 3 233 1591 255 0 36 2
## 8 2020-05-22 2 293 2247 299 -5 61 0
## 9 2020-05-26 2 222 2175 267 0 73 0
## 10 2020-05-27 1 479 2247 232 1 32 2
## 11 2020-06-06 12 1119 3115 220 9 28 -1
## 12 2020-06-11 17 1412 3090 125 7 42 2
## 13 2020-06-17 20 1827 3455 208 4 92 16
## 14 2020-06-19 14 3246 4317 235 27 128 11
## 15 2020-07-19 79 2359 9329 343 27 571 62
## 16 2020-07-25 89 3740 10066 806 71 563 221
## 17 2020-08-15 83 933 12614 293 282 304 118
## 18 2020-08-18 62 915 4636 249 134 384 54
## 19 2020-08-27 80 680 4430 349 306 342 144
## 20 2020-08-30 44 374 6070 182 200 190 89
## 21 2020-09-25 122 515 3400 709 112 523 322
## 22 2020-09-28 116 273 2955 411 87 422 306
## 23 2020-10-05 208 316 3055 461 50 458 212
## 24 2020-10-06 139 864 1677 654 83 660 500
## 25 2020-10-14 143 901 2666 692 99 645 599
## 26 2021-02-07 0 1544 15064 1034 75 0 73
## 27 2021-02-09 115 4381 8251 934 31 437 374
## 28 2021-03-17 170 445 2441 626 69 454 140
## 29 2021-04-26 439 750 2116 1011 67 542 14
## 30 2021-05-13 83 544 1443 1846 74 149 112
## 31 2021-06-08 0 414 792 600 33 127 137
## 32 2021-06-10 0 370 856 596 48 102 99
## New_Mexico Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana
## 1 169 127 68 167 259 6 176 1826 601
## 2 66 63 58 175 202 8 383 2126 617
## 3 181 65 79 142 277 9 534 2341 574
## 4 107 103 80 132 132 8 408 2122 526
## 5 206 54 58 111 231 6 414 1266 501
## 6 139 105 63 129 261 6 386 3239 580
## 7 158 49 64 146 178 11 304 2294 477
## 8 153 146 47 183 148 0 550 2758 473
## 9 104 126 18 99 116 4 176 1178 363
## 10 122 115 71 86 225 5 658 1111 359
## 11 128 194 92 546 449 5 343 975 419
## 12 117 235 177 388 137 25 265 766 411
## 13 132 184 120 407 253 18 236 546 227
## 14 107 410 206 586 409 21 429 692 308
## 15 235 1288 430 785 920 15 511 965 917
## 16 313 931 388 661 1025 36 642 1426 922
## 17 142 859 405 345 746 36 808 1828 1044
## 18 79 672 225 263 543 21 183 1740 841
## 19 188 554 190 383 542 31 1467 1707 1145
## 20 105 447 261 178 441 35 1009 1992 879
## 21 263 556 449 1411 988 97 1182 2514 1171
## 22 141 463 174 827 369 117 562 1709 872
## 23 155 337 279 1105 402 114 387 1853 830
## 24 315 479 291 716 387 91 578 1617 970
## 25 577 479 380 1144 734 174 1153 2862 1165
## 26 342 651 381 908 0 -36 507 2060 1724
## 27 413 546 513 918 678 9 676 2082 1130
## 28 243 301 209 699 742 85 488 1655 902
## 29 623 840 621 246 1811 91 182 2137 682
## 30 200 436 718 418 1141 87 202 1918 882
## 31 61 347 297 252 479 50 71 365 364
## 32 96 295 358 313 601 44 69 366 460
## Kansas Michigan Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma
## 1 271 1325 221 184 30 311 533 123
## 2 118 575 156 171 64 296 377 60
## 3 215 196 571 368 34 424 515 72
## 4 213 447 617 162 41 355 463 83
## 5 132 414 528 74 27 257 509 24
## 6 0 1191 518 175 65 341 555 110
## 7 454 773 704 156 31 277 426 88
## 8 419 403 805 218 88 237 584 169
## 9 0 223 645 124 -35 264 522 47
## 10 119 504 504 201 17 357 364 92
## 11 0 224 521 189 71 164 312 56
## 12 0 218 447 203 39 290 410 146
## 13 262 204 414 208 42 195 392 259
## 14 378 211 356 293 33 176 576 352
## 15 0 483 734 846 112 102 1071 209
## 16 0 437 803 1357 122 221 1426 965
## 17 0 1015 690 1127 122 253 1071 901
## 18 0 477 345 794 135 262 785 615
## 19 0 758 1154 1512 333 374 1158 712
## 20 0 539 932 1465 218 293 895 667
## 21 1366 929 1177 1978 434 431 1051 1276
## 22 2037 1308 904 -130 259 515 880 861
## 23 1597 1407 973 987 312 452 999 665
## 24 0 903 941 1165 502 498 1222 1364
## 25 1293 1359 1189 4449 702 924 1880 1122
## 26 0 0 762 769 49 301 1639 2174
## 27 0 563 497 649 -9 344 2060 1070
## 28 686 3164 793 407 134 111 955 491
## 29 493 6524 975 195 121 100 1133 728
## 30 0 2057 880 451 114 159 738 153
## 31 0 293 108 460 39 37 274 80
## 32 0 301 130 482 53 35 253 122
## South_Dakota Wisconsin Alabama Arkansas Florida Georgia Kentucky Louisiana
## 1 98 207 243 207 1072 772 108 481
## 2 65 224 208 92 689 706 169 261
## 3 37 272 173 27 819 409 115 333
## 4 53 330 308 67 542 549 577 323
## 5 97 199 275 31 386 853 237 215
## 6 60 373 351 130 808 526 145 827
## 7 40 144 315 54 854 380 247 277
## 8 106 511 360 154 776 722 130 421
## 9 67 279 666 151 509 409 349 245
## 10 57 599 379 97 379 691 124 443
## 11 90 322 636 450 1270 688 297 497
## 12 61 333 848 448 1698 993 61 442
## 13 84 256 390 415 2610 952 156 928
## 14 49 278 787 703 3822 1097 251 -119
## 15 44 830 1685 695 12478 3251 967 3116
## 16 105 953 1949 732 12198 3787 775 0
## 17 94 829 1161 -400 6352 3273 552 0
## 18 83 634 1220 410 3838 2816 480 640
## 19 623 878 668 722 3269 2484 602 677
## 20 380 537 1172 478 2583 1215 394 1624
## 21 457 2504 798 897 2847 1468 758 706
## 22 197 1726 501 807 738 596 387 240
## 23 180 1696 477 417 1415 789 469 218
## 24 278 2020 632 641 2251 936 692 532
## 25 813 3107 662 1079 2883 1297 979 320
## 26 64 671 846 672 6624 3153 1127 1330
## 27 107 681 855 1475 7023 2583 1322 867
## 28 130 318 622 325 4599 1127 603 280
## 29 79 367 183 63 3513 653 161 689
## 30 58 485 1019 192 4064 805 446 323
## 31 31 168 0 231 0 251 339 -27
## 32 21 136 0 289 0 334 213 347
## Mississippi North_Carolina South_Carolina Tennessee Texas Virginia
## 1 259 388 156 424 875 675
## 2 193 207 237 478 858 586
## 3 327 184 131 394 784 767
## 4 330 408 84 119 1037 717
## 5 173 281 139 559 1000 927
## 6 393 691 159 329 1448 1038
## 7 136 511 126 623 909 690
## 8 402 758 259 433 1181 780
## 9 273 176 238 358 589 1550
## 10 313 488 207 341 1361 836
## 11 265 1370 463 551 1940 842
## 12 0 1310 682 471 1826 490
## 13 489 1002 561 313 3129 401
## 14 0 1652 1075 1188 3454 543
## 15 792 1820 2369 1779 7300 1070
## 16 1434 2097 1376 1718 6020 1227
## 17 825 1536 994 1289 8245 845
## 18 795 1263 669 1034 7282 793
## 19 585 2091 464 1826 5600 1047
## 20 647 1051 1036 835 3824 891
## 21 722 1579 1035 1910 4633 835
## 22 190 864 540 737 4090 410
## 23 215 2248 540 2489 3409 556
## 24 975 1268 684 1676 4132 548
## 25 876 1619 766 1709 4826 682
## 26 900 3923 2357 2387 5420 2084
## 27 656 2215 1500 1636 10653 2343
## 28 352 1102 801 1826 4284 830
## 29 638 4273 411 2010 1720 599
## 30 362 1014 224 841 1700 426
## 31 57 173 81 189 3442 117
## 32 194 312 49 362 -2623 201
## West_Virginia Connecticut Washington_D.C Delaware Massachusetts Maryland
## 1 18 631 155 108 3079 962
## 2 28 687 142 458 1590 815
## 3 15 686 154 80 1000 946
## 4 32 648 152 83 1184 709
## 5 6 211 117 118 669 786
## 6 30 609 152 271 1685 1091
## 7 -1 697 147 199 1042 958
## 8 23 432 105 143 805 893
## 9 23 430 109 101 422 535
## 10 70 -15 72 30 527 736
## 11 18 358 70 72 505 712
## 12 24 114 52 50 346 732
## 13 26 80 29 41 180 560
## 14 35 117 49 112 152 319
## 15 70 0 67 90 218 925
## 16 164 0 68 -27 210 1288
## 17 185 0 41 56 366 818
## 18 95 -12 52 57 175 520
## 19 121 130 72 -10 365 577
## 20 144 0 34 -6 174 497
## 21 238 115 57 138 454 559
## 22 151 560 14 129 367 477
## 23 119 823 28 120 465 501
## 24 172 121 105 103 454 413
## 25 216 164 64 71 518 575
## 26 418 0 158 762 3004 1566
## 27 322 869 145 279 1319 976
## 28 192 373 81 372 1640 917
## 29 183 2167 55 237 812 557
## 30 331 471 68 125 616 474
## 31 78 66 23 21 100 78
## 32 91 57 24 33 85 121
## Maine New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 1 30 82 4124 6244 1369 415 2
## 2 25 77 3515 5902 1116 310 8
## 3 -49 70 1525 2538 825 175 5
## 4 14 48 2324 2239 865 281 5
## 5 16 89 1413 1660 543 176 -1
## 6 33 83 1144 2390 938 181 3
## 7 22 56 1705 1250 822 121 0
## 8 71 79 1247 1696 -841 165 2
## 9 36 34 672 1072 432 145 5
## 10 20 55 864 1129 736 143 4
## 11 43 66 557 1108 687 0 19
## 12 30 31 470 736 435 106 15
## 13 10 72 277 567 313 49 -1
## 14 31 36 389 796 502 68 9
## 15 14 15 -31 502 776 0 12
## 16 30 40 513 750 1030 0 11
## 17 29 16 278 734 834 0 8
## 18 14 13 331 655 696 120 3
## 19 19 35 307 791 595 135 9
## 20 15 8 291 698 647 0 11
## 21 14 41 548 908 752 -130 7
## 22 14 36 559 834 645 243 3
## 23 19 35 511 933 662 343 32
## 24 20 51 629 1393 927 177 4
## 25 31 70 938 1232 1097 204 3
## 26 121 318 3924 10025 4255 0 134
## 27 125 419 3069 7866 2941 330 59
## 28 148 297 3521 8976 2341 434 59
## 29 174 114 -9195 3039 1592 636 41
## 30 211 211 356 2216 1630 -21 73
## 31 26 3 147 442 310 32 13
## 32 48 44 214 566 267 34 14
## Territories_Guam Territories_Northern_Mariana_Islands
## 1 2 0
## 2 1 0
## 3 0 0
## 4 1 0
## 5 0 3
## 6 -1 0
## 7 0 2
## 8 0 1
## 9 1 0
## 10 3 0
## 11 0 0
## 12 1 0
## 13 2 0
## 14 8 0
## 15 0 0
## 16 0 1
## 17 0 0
## 18 19 1
## 19 112 0
## 20 0 0
## 21 23 0
## 22 35 0
## 23 54 2
## 24 65 0
## 25 75 0
## 26 6 0
## 27 9 0
## 28 3 -1
## 29 8 0
## 30 2 0
## 31 5 0
## 32 6 0
## Territories_Puerto_Rico Territories_Virgin_Islands
## 1 38 0
## 2 -45 4
## 3 35 0
## 4 81 0
## 5 58 0
## 6 98 0
## 7 64 0
## 8 117 0
## 9 64 0
## 10 73 0
## 11 295 0
## 12 -3926 0
## 13 7 1
## 14 3 0
## 15 330 14
## 16 248 16
## 17 339 30
## 18 648 36
## 19 459 22
## 20 243 11
## 21 712 6
## 22 660 1
## 23 363 -5
## 24 238 -1
## 25 490 -1
## 26 458 0
## 27 189 12
## 28 58 0
## 29 657 3
## 30 75 5
## 31 50 0
## 32 29 0
We see that we have 32 rows containing negative values.
we know that the data represent cases that occurred in the states, so none of them should be negative.
At the beginning we thought the negative values are incorrect and we should replace them to positive values, but after studding the reason for the negative values we understand that they represent over count.
We planed to do statistical calculation over the data, so a better choice would be to leave the negative values. Also we would want to present some insights about specific days, so it might be better to change the negative values to 0.
We decided to leave the negative values in the part that we do the statistical analysis and after change the values to 0.
We would want to do some statistical analysis over the data for a better understanding.
We will create a function that will help us with those calculations.
stats <- function(data){
mean_data <- mean(data, na.rm = T)
std_data <- sd(data ,na.rm = T)
med_data <- median(data, na.rm = T)
max_data <- max(data, na.rm = T)
data_insigts <- c(mean_data,std_data,med_data,max_data)
return (data_insigts)
}
The function will calculate Mean, Std, Median and Max value for each vector.
We would want to calculate statistic analysis for the cases data frame.
We used the map_df function for making the code shorter.
#organize df for map function
Stats_Df <- Cases_States %>%
select(all_of(2:56))
#use stats function over all the data with map
Stats_Data <-map_df(Stats_Df, stats)
#Setting Estimate vector
Estimate <- c("Mean","Std","Median","Max")
#setting stats_data df
Stats_Data <- Stats_Data %>%
mutate("Estimate"= Estimate) %>%
relocate(Estimate)
Stats_Data
## # A tibble: 4 x 56
## Estimate Alaska Arizona California Colorado Hawaii Idaho Montana New_Mexico
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 Mean 140. 1826. 7618. 1134. 72.5 399 232. 421.
## 2 Std 182. 2430. 10852. 1249. 66.5 448. 308. 554.
## 3 Median 67 750 3329 630 63 283 127 199
## 4 Max 922 17234 53711 6439 354 2298 1642 3665
## # ... with 47 more variables: Nevada <dbl>, Oregon <dbl>, Utah <dbl>,
## # Washington <dbl>, Wyoming <dbl>, Iowa <dbl>, Illinois <dbl>, Indiana <dbl>,
## # Kansas <dbl>, Michigan <dbl>, Minnesota <dbl>, Missouri <dbl>,
## # North_Dakota <dbl>, Nebraska <dbl>, Ohio <dbl>, Oklahoma <dbl>,
## # South_Dakota <dbl>, Wisconsin <dbl>, Alabama <dbl>, Arkansas <dbl>,
## # Florida <dbl>, Georgia <dbl>, Kentucky <dbl>, Louisiana <dbl>,
## # Mississippi <dbl>, North_Carolina <dbl>, South_Carolina <dbl>,
## # Tennessee <dbl>, Texas <dbl>, Virginia <dbl>, West_Virginia <dbl>,
## # Connecticut <dbl>, Washington_D.C <dbl>, Delaware <dbl>,
## # Massachusetts <dbl>, Maryland <dbl>, Maine <dbl>, New_Hampshire <dbl>,
## # New_Jersey <dbl>, New_York <dbl>, Pennsylvania <dbl>, Rhode_Island <dbl>,
## # Vermont <dbl>, Territories_Guam <dbl>,
## # Territories_Northern_Mariana_Islands <dbl>, Territories_Puerto_Rico <dbl>,
## # Territories_Virgin_Islands <dbl>
With those calculations we can have some insights: Let’s see which state has the highest number of cases in a single day
colnames(Stats_Data)[apply(Stats_Data,1,which.max)][1]
## [1] "California"
Stats_Data %>%
summarise_if(is.numeric,max) %>%
max()
## [1] 53711
It might be because California population is very large.
But let’s not assume things before we check the proportion of it’s population compeare with other states
We can explore the average number of cases in each state.
We can understand in which states the corona was stable and in which wasn’t by the Std value - we have an assumption that in states with high std compared to the population count the corona affected the population in multiple waves.
We noticed that corona virus almost didnt affect the Northen Mariana Islands as the average number of cases per day is less then 1 and the maximum number of cases per day is 8.
We want to see the data from a different perspective, so we created a box plot representing the region data.
region_box_plot <- Region_Cases %>%
gather(key,value,-Date) %>%
ggplot(aes(x = reorder(key,value), y = value, fill = key)) +
geom_boxplot(notch = TRUE) +
scale_fill_manual(values=c("#66CC99", "#E69F00", "#56B4E9", "#293352","#CC6666")) +
labs(x = "Regions", y = "Value", title = "Box plot of total cases", subtitle = "Sum by each region and territory", fill = "Regions")
ggplotly(region_box_plot) %>%
layout(title = list(text = paste0('Box plot of total cases','<br>','<sup>','Summed by each region and territory','</sup>')))
South region had the highest cases
Territories area had the Least number of cases - an assumption would be because they are islands and it was easier for them to not allow entry to their areas.
Median , q1 , q3 top and bottom cases per day.
Because the number of confirmed cases differs between states, where one of the reasons is the size of the potential population to be infected.
We normalized the total number of confirmed cases by th state population in it.
Here is a link for the source of the data set “https://www.infoplease.com/us/states/state-population-by-rank”
We will now perform web-scraping in order to extract the table from the web
population_url <-"https://www.infoplease.com/us/states/state-population-by-rank"
paths_allowed(population_url)
## [1] TRUE
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
# Population_Df <- read_html(population_url)
# Population_Df <- Population_Df %>%
# html_nodes ('#A0922497 > tbody')%>%
# html_table()%>%
# as.data.frame()%>%
# mutate(Percent_of_Total= as.numeric(gsub("%", "", Percent.of.Total)),# replaced the percentages symbol %.
# State= gsub(" ", "_", State), "Size_Population"= as.numeric(gsub(",", "", July.2019.Estimate))) %>%
# select(Rank,State,Percent_of_Total,Size_Population)
# saveRDS(Population_Df, file = "data\\Population_Df.rds")
We would like to have a quick look at the data we will use glimpse
Population_Df<- readRDS("data\\Population_Df.rds")
glimpse(Population_Df)
## Rows: 52
## Columns: 4
## $ Rank <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16~
## $ State <chr> "California", "Texas", "Florida", "New_York", "Illino~
## $ Percent_of_Total <dbl> 11.91, 8.74, 6.47, 5.86, 3.86, 3.82, 3.52, 3.20, 3.16~
## $ Size_Population <dbl> 39512223, 28995881, 21477737, 19453561, 12671821, 128~
We can see that we have:
State’s name column.
Rank column - this column is an indexing that organize the states by the size of population, where as the state with the highest population size, California, ranked by 1.
Percent of the state’s population compare to the total population in the US.
Population count for each state.
We will use the head function to see the data
head(Population_Df, n = 10)
## Rank State Percent_of_Total Size_Population
## 1 1 California 11.91 39512223
## 2 2 Texas 8.74 28995881
## 3 3 Florida 6.47 21477737
## 4 4 New_York 5.86 19453561
## 5 5 Illinois 3.86 12671821
## 6 6 Pennsylvania 3.82 12801989
## 7 7 Ohio 3.52 11689100
## 8 8 Georgia 3.20 10617423
## 9 9 North_Carolina 3.16 10488084
## 10 10 Michigan 3.01 9986857
Note: we added a function that scrapes the territories data from the internet by web scrapping, because we didn’t have it in the first population.
fetch_population <- function(selector){
Territories_pop_url <- 'https://www.nationsonline.org/oneworld/US-states-population.htm'
population <- read_html(Territories_pop_url)%>%
html_nodes (selector)%>%
html_text()
gsub(',','',population)%>%as.numeric()
}
Guam_selector <- 'body > div:nth-child(62) > div > div > div.ContCellPop'
Northern_Mariana_Islands_selector <- 'body > div:nth-child(63) > div > div > div.ContCellPop'
Puerto_Rico_selector <- 'body > div:nth-child(64) > div > div > div.ContCellPop'
Virgin_Islands_selector <- 'body > div:nth-child(65) > div > div > div.ContCellPop'
selectors <- c(Guam_selector,Northern_Mariana_Islands_selector,Puerto_Rico_selector,Virgin_Islands_selector)
get_population <- map_dbl(selectors,fetch_population)
Territor_pop_df <- tibble(
State = Territories,
Size_Population = get_population)
Territor_pop_df
## # A tibble: 4 x 2
## State Size_Population
## <chr> <dbl>
## 1 Territories_Guam 168000
## 2 Territories_Northern_Mariana_Islands 51000
## 3 Territories_Puerto_Rico 3194000
## 4 Territories_Virgin_Islands 106000
Pop_Df <- Population_Df %>%
select(State,Size_Population)
Pop_Df <- rbind(Pop_Df,Territor_pop_df)
Pop_Df
## State Size_Population
## 1 California 39512223
## 2 Texas 28995881
## 3 Florida 21477737
## 4 New_York 19453561
## 5 Illinois 12671821
## 6 Pennsylvania 12801989
## 7 Ohio 11689100
## 8 Georgia 10617423
## 9 North_Carolina 10488084
## 10 Michigan 9986857
## 11 New_Jersey 8882190
## 12 Virginia 8535519
## 13 Washington 7614893
## 14 Arizona 7278717
## 15 Massachusetts 6949503
## 16 Tennessee 6833174
## 17 Indiana 6732219
## 18 Missouri 6137428
## 19 Maryland 6045680
## 20 Wisconsin 5822434
## 21 Colorado 5758736
## 22 Minnesota 5639632
## 23 South_Carolina 5148714
## 24 Alabama 4903185
## 25 Louisiana 4648794
## 26 Kentucky 4467673
## 27 Oregon 4217737
## 28 Oklahoma 3956971
## 29 Connecticut 3565287
## 30 Utah 3205958
## 31 Iowa 3155070
## 32 Nevada 3080156
## 33 Arkansas 3017825
## 34 Mississippi 2976149
## 35 Kansas 2913314
## 36 New_Mexico 2096829
## 37 Nebraska 1934408
## 38 West_Virginia 1792147
## 39 Idaho 1787065
## 40 Hawaii 1415872
## 41 New_Hampshire 1359711
## 42 Maine 1344212
## 43 Montana 1068778
## 44 Rhode_Island 1059361
## 45 Delaware 973764
## 46 South_Dakota 884659
## 47 North_Dakota 762062
## 48 Alaska 731545
## 49 DC 705749
## 50 Vermont 623989
## 51 Wyoming 578759
## 52 Total_U.S. 321418820
## 53 Territories_Guam 168000
## 54 Territories_Northern_Mariana_Islands 51000
## 55 Territories_Puerto_Rico 3194000
## 56 Territories_Virgin_Islands 106000
We built another 2 function for creating normalized cases count.
Description of the functions :
append_factor - adding for each state or area another column representing region.
apply_norm - function for creating the normalized cases count.
append_factor<-function(df){
res<-as.vector(df$State)
for(i in 1:length(res)){
if (res[i] %in% West){res[i]="West"}
if (res[i] %in% Midwest){res[i]="Midwest"}
if (res[i] %in% South){res[i]="South"}
if (res[i] %in% Northeast){res[i]="Northeast"}
if (res[i] %in% Territories){res[i]="Territories"}
}
df<-df %>% mutate(Region=res)
return(df)
}
apply_norm <- function(df1,df2){
new_df<- df1 %>%
select_if(is.numeric) %>% map_df(sum) %>%
pivot_longer(cols = everything(),names_to = "State", values_to = "Count") %>%
left_join(df2, by = "State") %>%
mutate(Normed = round(Count/Size_Population,digits=3)) %>%
drop_na()
new_df<-append_factor(new_df)
return(new_df)
}
Normed_Cases <-apply_norm(Cases_States, Pop_Df)
Note: While using the function we removed Washington DC. because it isn’t a state or territory.
Normed_Cases[which.max(Normed_Cases$Size_Population), ]
## # A tibble: 1 x 5
## State Count Size_Population Normed Region
## <chr> <dbl> <dbl> <dbl> <chr>
## 1 California 3694498 39512223 0.094 West
** Coming back to our understand that the amount of confirmed cases was the highest at US was at California, now we can be sure that in fact base on another data set that California has the maximum inhabitants at USA. **
We would plot the sum of cases in each state normalized by their population size and present them while we use the facet wrap function for separating for each region.
ggplot(data= Normed_Cases, aes(x =Normed , y = reorder(State,Normed) , fill = Region))+
geom_bar(stat = "identity", color = "black", position="stack") +
scale_x_continuous(labels=scales::percent) +
scale_fill_manual(values=c("#66CC99", "#E69F00", "#56B4E9","#CC6666", "#293352"))+
facet_wrap(~Region, ncol = 2,scales = "free") +
geom_vline(data=Normed_Cases, aes(xintercept=mean(Normed), color=Region),
color="red", size=0.8)+
labs(x = "Cases ratio", y = " ", title = "Bar plot of the cases ratio in each state", subtitle = "Divided to each region and normalized by population count", fill = "Region")
The states with the highest ratio of cases compared to population are:
Midwest region - North Dakota
Northeast region - Rhode Island
West region - Utah
South region - Tennessee
In most of the states more then 5% of the population was affected by the corona.
Compared to the other regions the Midwest region population was affected the most.
Hawaii is the state the was affected at the lowest level compared to all the states.
We added a red line representing the mean normalized cases count for an observation for which states are above or under the mean.
We would want to present a plot that shows the change by count of each column that represent total counting in the total df. We will create a line plot that represent the changes over time for the total count normalized by the total population count.
For start lets have a glimpse over the df and explain the columns that we have
glimpse(Total_Df)
## Rows: 485
## Columns: 8
## $ Date <date> 2020-01-21, 2020-01-24, 2020-01-25, 2020-01-26, 2020-~
## $ Confirmed_Daily <dbl> 1, 1, 1, 2, 1, 1, 1, 3, 1, 0, 2, 0, 1, 0, 4, 5, 18, 15~
## $ Confirmed_Total <dbl> 1, 2, 3, 5, 6, 7, 8, 11, 12, 12, 14, 14, 15, 15, 19, 2~
## $ Deaths_Daily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 4, ~
## $ Deaths_Total <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 6, ~
## $ Recovered_Daily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 2, 1, 0, 0, 0, 1, 2, 0, ~
## $ Recovered_Total <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 5, 6, 6, 6, 6, 7, 9, 9, ~
## $ Active_Total <dbl> 1, 2, 3, 5, 6, 7, 8, 11, 12, 9, 9, 8, 9, 9, 13, 16, 31~
Note: we explained the columns while we glimpsed cases df.
We would want to add the data frame some new variables that can help us in further calculations, We will add: total and daily ratio for death and recovery cases.
New_Total_Df <-Total_Df %>% filter(Confirmed_Daily>0) %>%
mutate(Total_Death_Ratio =Deaths_Total/Confirmed_Total,
Daily_Death_Ratio =Deaths_Daily/Confirmed_Daily,
Total_Recover_Ratio = Recovered_Total/Confirmed_Total,
Daily_Recover_Ratio = Recovered_Daily/Confirmed_Daily)
New_Total_Df
## Date Confirmed_Daily Confirmed_Total Deaths_Daily Deaths_Total
## 1 2020-01-21 1 1 0 0
## 2 2020-01-24 1 2 0 0
## 3 2020-01-25 1 3 0 0
## 4 2020-01-26 2 5 0 0
## 5 2020-01-30 1 6 0 0
## 6 2020-01-31 1 7 0 0
## 7 2020-02-01 1 8 0 0
## 8 2020-02-02 3 11 0 0
## 9 2020-02-05 1 12 0 0
## 10 2020-02-20 2 14 0 0
## 11 2020-02-26 1 15 0 0
## 12 2020-02-28 4 19 0 0
## 13 2020-02-29 5 24 1 1
## 14 2020-03-01 18 42 1 2
## 15 2020-03-02 15 57 4 6
## 16 2020-03-03 28 85 3 9
## 17 2020-03-04 26 111 2 11
## 18 2020-03-05 64 175 0 11
## 19 2020-03-06 77 252 3 14
## 20 2020-03-07 101 353 5 19
## 21 2020-03-08 144 497 2 21
## 22 2020-03-09 148 645 5 26
## 23 2020-03-10 291 936 5 31
## 24 2020-03-11 269 1205 6 37
## 25 2020-03-12 393 1598 4 41
## 26 2020-03-13 565 2163 8 49
## 27 2020-03-14 662 2825 7 56
## 28 2020-03-15 676 3501 6 62
## 29 2020-03-16 872 4373 14 76
## 30 2020-03-17 1291 5664 21 97
## 31 2020-03-18 2410 8074 26 123
## 32 2020-03-19 3948 12022 52 175
## 33 2020-03-20 5417 17439 55 230
## 34 2020-03-21 6271 23710 68 298
## 35 2020-03-22 8631 32341 110 408
## 36 2020-03-23 10410 42751 111 519
## 37 2020-03-24 9939 52690 162 681
## 38 2020-03-25 12226 64916 225 906
## 39 2020-03-26 17050 81966 253 1159
## 40 2020-03-27 19046 101012 433 1592
## 41 2020-03-28 20093 121105 447 2039
## 42 2020-03-29 19118 140223 392 2431
## 43 2020-03-30 20463 160686 555 2986
## 44 2020-03-31 25305 185991 821 3807
## 45 2020-04-01 26756 212747 940 4747
## 46 2020-04-02 28879 241626 1075 5822
## 47 2020-04-03 32525 274151 1185 7007
## 48 2020-04-04 33725 307876 1353 8360
## 49 2020-04-05 25717 333593 1175 9535
## 50 2020-04-06 29359 362952 1212 10747
## 51 2020-04-07 30512 393464 1927 12674
## 52 2020-04-08 32282 425746 1936 14610
## 53 2020-04-09 34243 459989 1856 16466
## 54 2020-04-10 33578 493567 2078 18544
## 55 2020-04-11 31869 525436 1899 20443
## 56 2020-04-12 28057 553493 1493 21936
## 57 2020-04-13 24685 578178 1462 23398
## 58 2020-04-14 25987 604165 2378 25776
## 59 2020-04-15 29465 633630 2438 28214
## 60 2020-04-16 32076 665706 2141 30355
## 61 2020-04-17 30915 696621 2080 32435
## 62 2020-04-18 28084 724705 1743 34178
## 63 2020-04-19 26013 750718 1634 35812
## 64 2020-04-20 25132 775850 1643 37455
## 65 2020-04-21 25178 801028 2624 40079
## 66 2020-04-22 29246 830274 2119 42198
## 67 2020-04-23 31277 861551 1840 44038
## 68 2020-04-24 35930 897481 2053 46091
## 69 2020-04-25 34782 932263 1825 47916
## 70 2020-04-26 26858 959121 1161 49077
## 71 2020-04-27 22042 981163 1237 50314
## 72 2020-04-28 24359 1005522 2204 52518
## 73 2020-04-29 25869 1031391 2536 55054
## 74 2020-04-30 29637 1061028 2083 57137
## 75 2020-05-01 32964 1093992 1794 58931
## 76 2020-05-02 30531 1124523 1668 60599
## 77 2020-05-03 25382 1149905 1117 61716
## 78 2020-05-04 21278 1171183 877 62593
## 79 2020-05-05 22226 1193409 2435 65028
## 80 2020-05-06 24805 1218214 2701 67729
## 81 2020-05-07 27514 1245728 1971 69700
## 82 2020-05-08 27095 1272823 1695 71395
## 83 2020-05-09 25537 1298360 1555 72950
## 84 2020-05-10 20687 1319047 945 73895
## 85 2020-05-11 17777 1336824 840 74735
## 86 2020-05-12 21436 1358260 1591 76326
## 87 2020-05-13 20481 1378741 1715 78041
## 88 2020-05-14 26742 1405483 1858 79899
## 89 2020-05-15 25335 1430818 1524 81423
## 90 2020-05-16 24482 1455300 1231 82654
## 91 2020-05-17 19692 1474992 785 83439
## 92 2020-05-18 21100 1496092 792 84231
## 93 2020-05-19 19658 1515750 1425 85656
## 94 2020-05-20 22344 1538094 1528 87184
## 95 2020-05-21 24942 1563036 1286 88470
## 96 2020-05-22 22209 1585245 1262 89732
## 97 2020-05-23 22695 1607940 1089 90821
## 98 2020-05-24 20243 1628183 646 91467
## 99 2020-05-25 18543 1646726 504 91971
## 100 2020-05-26 16653 1663379 634 92605
## 101 2020-05-27 18666 1682045 1379 93984
## 102 2020-05-28 22980 1705025 1216 95200
## 103 2020-05-29 23497 1728522 1175 96375
## 104 2020-05-30 23826 1752348 979 97354
## 105 2020-05-31 21686 1774034 605 97959
## 106 2020-06-01 16040 1790074 478 98437
## 107 2020-06-02 20039 1810113 1039 99476
## 108 2020-06-03 19679 1829792 1004 100480
## 109 2020-06-04 20975 1850767 909 101389
## 110 2020-06-05 23288 1874055 849 102238
## 111 2020-06-06 23381 1897436 725 102963
## 112 2020-06-07 18535 1915971 448 103411
## 113 2020-06-08 16301 1932272 491 103902
## 114 2020-06-09 17180 1949452 926 104828
## 115 2020-06-10 20246 1969698 861 105689
## 116 2020-06-11 17848 1987546 812 106501
## 117 2020-06-12 24422 2011968 758 107259
## 118 2020-06-13 25942 2037910 654 107913
## 119 2020-06-14 21141 2059051 345 108258
## 120 2020-06-15 18307 2077358 384 108642
## 121 2020-06-16 23048 2100406 739 109381
## 122 2020-06-17 23620 2124026 742 110123
## 123 2020-06-18 27082 2151108 694 110817
## 124 2020-06-19 30927 2182035 682 111499
## 125 2020-06-20 31963 2213998 550 112049
## 126 2020-06-21 28095 2242093 283 112332
## 127 2020-06-22 26558 2268651 292 112624
## 128 2020-06-23 33315 2301966 766 113390
## 129 2020-06-24 37945 2339911 688 114078
## 130 2020-06-25 38853 2378764 644 114722
## 131 2020-06-26 44726 2423490 598 115320
## 132 2020-06-27 43581 2467071 507 115827
## 133 2020-06-28 40691 2507762 250 116077
## 134 2020-06-29 36390 2544152 338 116415
## 135 2020-06-30 43865 2588017 613 117028
## 136 2020-07-01 52609 2640626 670 117698
## 137 2020-07-02 54869 2695495 671 118369
## 138 2020-07-03 57209 2752704 610 118979
## 139 2020-07-04 50693 2803397 273 119252
## 140 2020-07-05 42953 2846350 212 119464
## 141 2020-07-06 46733 2893083 234 119698
## 142 2020-07-07 51108 2944191 917 120615
## 143 2020-07-08 62459 3006650 813 121428
## 144 2020-07-09 57443 3064093 868 122296
## 145 2020-07-10 67021 3131114 855 123151
## 146 2020-07-11 62408 3193522 718 123869
## 147 2020-07-12 60964 3254486 477 124346
## 148 2020-07-13 57936 3312422 282 124628
## 149 2020-07-14 61834 3374256 785 125413
## 150 2020-07-15 65370 3439626 873 126286
## 151 2020-07-16 69984 3509610 924 127210
## 152 2020-07-17 76091 3585701 936 128146
## 153 2020-07-18 65389 3651090 879 129025
## 154 2020-07-19 63591 3714681 512 129537
## 155 2020-07-20 55896 3770577 390 129927
## 156 2020-07-21 63496 3834073 1039 130966
## 157 2020-07-22 68377 3902450 1103 132069
## 158 2020-07-23 70719 3973169 1082 133151
## 159 2020-07-24 74360 4047529 1150 134301
## 160 2020-07-25 65944 4113473 985 135286
## 161 2020-07-26 58631 4172104 552 135838
## 162 2020-07-27 54806 4226910 1079 136917
## 163 2020-07-28 58540 4285450 1144 138061
## 164 2020-07-29 63255 4348705 1449 139510
## 165 2020-07-30 68543 4417248 1231 140741
## 166 2020-07-31 66364 4483612 1323 142064
## 167 2020-08-01 60817 4544429 1207 143271
## 168 2020-08-02 53561 4597990 462 143733
## 169 2020-08-03 41963 4639953 505 144238
## 170 2020-08-04 51185 4691138 1265 145503
## 171 2020-08-05 51884 4743022 1328 146831
## 172 2020-08-06 53305 4796327 1248 148079
## 173 2020-08-07 60184 4856511 1287 149366
## 174 2020-08-08 55692 4912203 1109 150475
## 175 2020-08-09 48769 4960972 554 151029
## 176 2020-08-10 40171 5001143 432 151461
## 177 2020-08-11 54443 5055586 1334 152795
## 178 2020-08-12 55170 5110756 1486 154281
## 179 2020-08-13 51335 5162091 1149 155430
## 180 2020-08-14 55057 5217148 1234 156664
## 181 2020-08-15 55348 5272496 1190 157854
## 182 2020-08-16 42181 5314677 616 158470
## 183 2020-08-17 37240 5351917 400 158870
## 184 2020-08-18 39794 5391711 1205 160075
## 185 2020-08-19 43798 5435509 1369 161444
## 186 2020-08-20 43027 5478536 1122 162566
## 187 2020-08-21 49743 5528279 1113 163679
## 188 2020-08-22 46183 5574462 1013 164692
## 189 2020-08-23 36422 5610884 554 165246
## 190 2020-08-24 33618 5644502 348 165594
## 191 2020-08-25 36047 5680549 1136 166730
## 192 2020-08-26 42355 5722904 1260 167990
## 193 2020-08-27 43814 5766718 1118 169108
## 194 2020-08-28 45447 5812165 1009 170117
## 195 2020-08-29 44269 5856434 1007 171124
## 196 2020-08-30 36939 5893373 434 171558
## 197 2020-08-31 31658 5925031 399 171957
## 198 2020-09-01 41535 5966566 1021 172978
## 199 2020-09-02 37630 6004196 1016 173994
## 200 2020-09-03 42973 6047169 1066 175060
## 201 2020-09-04 50183 6097352 979 176039
## 202 2020-09-05 43725 6141077 903 176942
## 203 2020-09-06 33174 6174251 442 177384
## 204 2020-09-07 26850 6201101 224 177608
## 205 2020-09-08 22292 6223393 354 177962
## 206 2020-09-09 30011 6253404 1044 179006
## 207 2020-09-10 36080 6289484 1134 180140
## 208 2020-09-11 43811 6333295 1004 181144
## 209 2020-09-12 41534 6374829 808 181952
## 210 2020-09-13 33506 6408335 383 182335
## 211 2020-09-14 33252 6441587 397 182732
## 212 2020-09-15 34364 6475951 1027 183759
## 213 2020-09-16 39095 6515046 1007 184766
## 214 2020-09-17 42592 6557638 852 185618
## 215 2020-09-18 47136 6604774 902 186520
## 216 2020-09-19 43628 6648402 716 187236
## 217 2020-09-20 34586 6682988 311 187547
## 218 2020-09-21 39127 6722115 309 187856
## 219 2020-09-22 48206 6770321 826 188682
## 220 2020-09-23 37666 6807987 1140 189822
## 221 2020-09-24 42917 6850904 909 190731
## 222 2020-09-25 48567 6899471 883 191614
## 223 2020-09-26 45752 6945223 846 192460
## 224 2020-09-27 34892 6980115 301 192761
## 225 2020-09-28 33189 7013304 257 193018
## 226 2020-09-29 37368 7050672 745 193763
## 227 2020-09-30 43119 7093791 1017 194780
## 228 2020-10-01 43979 7137770 861 195641
## 229 2020-10-02 48249 7186019 820 196461
## 230 2020-10-03 48200 7234219 745 197206
## 231 2020-10-04 36845 7271064 363 197569
## 232 2020-10-05 37737 7308801 341 197910
## 233 2020-10-06 38752 7347553 626 198536
## 234 2020-10-07 46477 7394030 899 199435
## 235 2020-10-08 54043 7448073 950 200385
## 236 2020-10-09 56842 7504915 919 201304
## 237 2020-10-10 55615 7560530 643 201947
## 238 2020-10-11 43677 7604207 464 202411
## 239 2020-10-12 41828 7646035 283 202694
## 240 2020-10-13 46691 7692726 731 203425
## 241 2020-10-14 54696 7747422 848 204273
## 242 2020-10-15 61028 7808450 889 205162
## 243 2020-10-16 66485 7874935 863 206025
## 244 2020-10-17 56862 7931797 775 206800
## 245 2020-10-18 50144 7981941 404 207204
## 246 2020-10-19 54312 8036253 436 207640
## 247 2020-10-20 55934 8092187 827 208467
## 248 2020-10-21 59962 8152149 1131 209598
## 249 2020-10-22 69302 8221451 966 210564
## 250 2020-10-23 77057 8298508 908 211472
## 251 2020-10-24 78890 8377398 865 212337
## 252 2020-10-25 62285 8439683 366 212703
## 253 2020-10-26 62938 8502621 435 213138
## 254 2020-10-27 69652 8572273 906 214044
## 255 2020-10-28 75605 8647878 1008 215052
## 256 2020-10-29 86898 8734776 1034 216086
## 257 2020-10-30 89223 8823999 914 217000
## 258 2020-10-31 90807 8914806 905 217905
## 259 2020-11-01 72226 8987032 414 218319
## 260 2020-11-02 81650 9068682 460 218779
## 261 2020-11-03 85361 9154043 1090 219869
## 262 2020-11-04 100456 9254499 1075 220944
## 263 2020-11-05 113498 9367997 1132 222076
## 264 2020-11-06 131084 9499081 1160 223236
## 265 2020-11-07 128546 9627627 1045 224281
## 266 2020-11-08 102444 9730071 471 224752
## 267 2020-11-09 119825 9849896 600 225352
## 268 2020-11-10 128772 9978668 1366 226718
## 269 2020-11-11 139231 10117899 1462 228180
## 270 2020-11-12 149472 10267371 1115 229295
## 271 2020-11-13 166850 10434221 1227 230522
## 272 2020-11-14 159725 10593946 1281 231803
## 273 2020-11-15 138231 10732177 661 232464
## 274 2020-11-16 148947 10881124 656 233120
## 275 2020-11-17 154500 11035624 1510 234630
## 276 2020-11-18 157005 11192629 1756 236386
## 277 2020-11-19 178160 11370789 1956 238342
## 278 2020-11-20 187600 11558389 1809 240151
## 279 2020-11-21 170981 11729370 1406 241557
## 280 2020-11-22 143863 11873233 883 242440
## 281 2020-11-23 157518 12030751 915 243355
## 282 2020-11-24 158322 12189073 2019 245374
## 283 2020-11-25 178040 12367113 2165 247539
## 284 2020-11-26 118289 12485402 1257 248796
## 285 2020-11-27 194300 12679702 1316 250112
## 286 2020-11-28 147831 12827533 1156 251268
## 287 2020-11-29 129897 12957430 817 252085
## 288 2020-11-30 148440 13105870 1107 253192
## 289 2020-12-01 169319 13275189 2388 255580
## 290 2020-12-02 190410 13465599 2662 258242
## 291 2020-12-03 201605 13667204 2647 260889
## 292 2020-12-04 215957 13883161 2436 263325
## 293 2020-12-05 204126 14087287 2275 265600
## 294 2020-12-06 170846 14258133 1080 266680
## 295 2020-12-07 185999 14444132 1331 268011
## 296 2020-12-08 192941 14637073 2617 270628
## 297 2020-12-09 200163 14837236 3043 273671
## 298 2020-12-10 206805 15044041 2787 276458
## 299 2020-12-11 221389 15265430 2806 279264
## 300 2020-12-12 210495 15475925 2326 281590
## 301 2020-12-13 177266 15653191 1410 283000
## 302 2020-12-14 190792 15843983 1408 284408
## 303 2020-12-15 178336 16022319 2824 287232
## 304 2020-12-16 217049 16239368 3331 290563
## 305 2020-12-17 215435 16454803 3304 293867
## 306 2020-12-18 226197 16681000 2681 296548
## 307 2020-12-19 192923 16873923 2644 299192
## 308 2020-12-20 179717 17053640 1508 300700
## 309 2020-12-21 177696 17231336 1486 302186
## 310 2020-12-22 174220 17405556 3037 305223
## 311 2020-12-23 206596 17612152 3251 308474
## 312 2020-12-24 190985 17803137 2790 311264
## 313 2020-12-25 125903 17929040 1397 312661
## 314 2020-12-26 176189 18105229 1356 314017
## 315 2020-12-27 143519 18248748 1330 315347
## 316 2020-12-28 161248 18409996 1509 316856
## 317 2020-12-29 178188 18588184 3268 320124
## 318 2020-12-30 206176 18794360 3572 323696
## 319 2020-12-31 211433 19005793 3171 326867
## 320 2021-01-01 174071 19179864 2444 329311
## 321 2021-01-02 258867 19438731 2252 331563
## 322 2021-01-03 207306 19646037 1370 332933
## 323 2021-01-04 165938 19811975 1608 334541
## 324 2021-01-05 202188 20014163 3424 337965
## 325 2021-01-06 225048 20239211 3670 341635
## 326 2021-01-07 250394 20489605 3916 345551
## 327 2021-01-08 274627 20764232 3555 349106
## 328 2021-01-09 247540 21011772 3437 352543
## 329 2021-01-10 210847 21222619 2004 354547
## 330 2021-01-11 194432 21417051 1706 356253
## 331 2021-01-12 196879 21613930 4013 360266
## 332 2021-01-13 203885 21817815 3824 364090
## 333 2021-01-14 203456 22021271 3690 367780
## 334 2021-01-15 225921 22247192 3531 371311
## 335 2021-01-16 198325 22445517 3555 374866
## 336 2021-01-17 179062 22624579 1916 376782
## 337 2021-01-18 138178 22762757 1345 378127
## 338 2021-01-19 139065 22901822 2095 380222
## 339 2021-01-20 168347 23070169 4137 384359
## 340 2021-01-21 168478 23238647 3865 388224
## 341 2021-01-22 175347 23413994 3787 392011
## 342 2021-01-23 159728 23573722 3321 395332
## 343 2021-01-24 130885 23704607 1910 397242
## 344 2021-01-25 130142 23834749 1612 398854
## 345 2021-01-26 129487 23964236 3547 402401
## 346 2021-01-27 134837 24099073 3907 406308
## 347 2021-01-28 140584 24239657 3759 410067
## 348 2021-01-29 145089 24384746 3304 413371
## 349 2021-01-30 134828 24519574 2823 416194
## 350 2021-01-31 107473 24627047 1949 418143
## 351 2021-02-01 115393 24742440 1549 419692
## 352 2021-02-02 102288 24844728 3275 422967
## 353 2021-02-03 97157 24941885 3477 426444
## 354 2021-02-04 107383 25049268 4955 431399
## 355 2021-02-05 115891 25165159 3399 434798
## 356 2021-02-06 100225 25265384 2817 437615
## 357 2021-02-07 86728 25352112 1396 439011
## 358 2021-02-08 77612 25429724 1283 440294
## 359 2021-02-09 79507 25509231 2766 443060
## 360 2021-02-10 83019 25592250 3152 446212
## 361 2021-02-11 90490 25682740 3735 449947
## 362 2021-02-12 88881 25771621 5369 455316
## 363 2021-02-13 80053 25851674 3296 458612
## 364 2021-02-14 64291 25915965 1282 459894
## 365 2021-02-15 51851 25967816 1073 460967
## 366 2021-02-16 52345 26020161 1298 462265
## 367 2021-02-17 56986 26077147 2256 464521
## 368 2021-02-18 57907 26135054 2530 467051
## 369 2021-02-19 66087 26201141 2333 469384
## 370 2021-02-20 62612 26263753 1968 471352
## 371 2021-02-21 50719 26314472 1240 472592
## 372 2021-02-22 50453 26364925 1278 473870
## 373 2021-02-23 56513 26421438 2165 476035
## 374 2021-02-24 62967 26484405 2321 478356
## 375 2021-02-25 66660 26551065 3027 481383
## 376 2021-02-26 65380 26616445 2024 483407
## 377 2021-02-27 61810 26678255 1744 485151
## 378 2021-02-28 48416 26726671 1073 486224
## 379 2021-03-01 46496 26773167 1208 487432
## 380 2021-03-02 45649 26818816 1662 489094
## 381 2021-03-03 57834 26876650 2271 491365
## 382 2021-03-04 56827 26933477 1680 493045
## 383 2021-03-05 60599 26994076 2089 495134
## 384 2021-03-06 53251 27047327 1553 496687
## 385 2021-03-07 37626 27084953 749 497436
## 386 2021-03-08 38585 27123538 562 497998
## 387 2021-03-09 46090 27169628 1623 499621
## 388 2021-03-10 53130 27222758 1385 501006
## 389 2021-03-11 53128 27275886 1477 502483
## 390 2021-03-12 59436 27335322 1626 504109
## 391 2021-03-13 46410 27381732 746 504855
## 392 2021-03-14 34840 27416572 509 505364
## 393 2021-03-15 44275 27460847 649 506013
## 394 2021-03-16 44619 27505466 1040 507053
## 395 2021-03-17 53020 27558486 1089 508142
## 396 2021-03-18 55038 27613524 1494 509636
## 397 2021-03-19 57106 27670630 1374 511010
## 398 2021-03-20 49936 27720566 735 511745
## 399 2021-03-21 36132 27756698 438 512183
## 400 2021-03-22 46947 27803645 863 513046
## 401 2021-03-23 47664 27851309 800 513846
## 402 2021-03-24 56242 27907551 1281 515127
## 403 2021-03-25 57866 27965417 1236 516363
## 404 2021-03-26 64723 28030140 1252 517615
## 405 2021-03-27 54998 28085138 798 518413
## 406 2021-03-28 43104 28128242 531 518944
## 407 2021-03-29 58606 28186848 511 519455
## 408 2021-03-30 53634 28240482 843 520298
## 409 2021-03-31 60026 28300508 1090 521388
## 410 2021-04-01 67270 28367778 877 522265
## 411 2021-04-02 61895 28429673 923 523188
## 412 2021-04-03 60216 28489889 768 523956
## 413 2021-04-04 36188 28526077 294 524250
## 414 2021-04-05 61995 28588072 383 524633
## 415 2021-04-06 53403 28641475 799 525432
## 416 2021-04-07 66295 28707770 2510 527942
## 417 2021-04-08 70347 28778117 943 528885
## 418 2021-04-09 72398 28850515 874 529759
## 419 2021-04-10 62082 28912597 767 530526
## 420 2021-04-11 44448 28957045 292 530818
## 421 2021-04-12 57890 29014935 393 531211
## 422 2021-04-13 66235 29081170 865 532076
## 423 2021-04-14 64685 29145855 771 532847
## 424 2021-04-15 64166 29210021 893 533740
## 425 2021-04-16 70917 29280938 859 534599
## 426 2021-04-17 58417 29339355 695 535294
## 427 2021-04-18 40941 29380296 345 535639
## 428 2021-04-19 57364 29437660 432 536071
## 429 2021-04-20 49952 29487612 785 536856
## 430 2021-04-21 55847 29543459 818 537674
## 431 2021-04-22 58774 29602233 829 538503
## 432 2021-04-23 56626 29658859 813 539316
## 433 2021-04-24 47774 29706633 693 540009
## 434 2021-04-25 31238 29737871 297 540306
## 435 2021-04-26 38880 29776751 414 540720
## 436 2021-04-27 43079 29819830 608 541328
## 437 2021-04-28 48254 29868084 886 542214
## 438 2021-04-29 50962 29919046 779 542993
## 439 2021-04-30 51006 29970052 815 543808
## 440 2021-05-01 43156 30013208 720 544528
## 441 2021-05-02 27643 30040851 361 544889
## 442 2021-05-03 40971 30081822 387 545276
## 443 2021-05-04 36877 30118699 801 546077
## 444 2021-05-05 38227 30156926 759 546836
## 445 2021-05-06 39575 30196501 734 547570
## 446 2021-05-07 42587 30239088 816 548386
## 447 2021-05-08 31853 30270941 680 549066
## 448 2021-05-09 21133 30292074 266 549332
## 449 2021-05-10 30478 30322552 320 549652
## 450 2021-05-11 29570 30352122 645 550297
## 451 2021-05-12 30260 30382382 734 551031
## 452 2021-05-13 33607 30415989 666 551697
## 453 2021-05-14 34670 30450659 705 552402
## 454 2021-05-15 26815 30477474 489 552891
## 455 2021-05-16 15829 30493303 313 553204
## 456 2021-05-17 23774 30517077 348 553552
## 457 2021-05-18 23623 30540700 813 554365
## 458 2021-05-19 25421 30566121 598 554963
## 459 2021-05-20 25465 30591586 619 555582
## 460 2021-05-21 25259 30616845 684 556266
## 461 2021-05-22 18269 30635114 478 556744
## 462 2021-05-23 13554 30648668 194 556938
## 463 2021-05-24 20047 30668715 342 557280
## 464 2021-05-25 19947 30688662 655 557935
## 465 2021-05-26 20765 30709427 927 558862
## 466 2021-05-27 20180 30729607 1146 560008
## 467 2021-05-28 22781 30752388 716 560724
## 468 2021-05-29 11370 30763758 282 561006
## 469 2021-05-30 7477 30771235 129 561135
## 470 2021-05-31 4954 30776189 130 561265
## 471 2021-06-01 19211 30795400 554 561819
## 472 2021-06-02 13844 30809244 559 562378
## 473 2021-06-03 15412 30824656 548 562926
## 474 2021-06-04 17988 30842644 554 563480
## 475 2021-06-05 10439 30853083 398 563878
## 476 2021-06-06 6009 30859092 343 564221
## 477 2021-06-07 12447 30871539 263 564484
## 478 2021-06-08 12126 30883665 368 564852
## 479 2021-06-09 14362 30898027 424 565276
## 480 2021-06-10 7517 30905544 383 565659
## 481 2021-06-11 23662 30929206 738 566397
## Recovered_Daily Recovered_Total Active_Total Total_Death_Ratio
## 1 0 0 1 0.00000000
## 2 0 0 2 0.00000000
## 3 0 0 3 0.00000000
## 4 0 0 5 0.00000000
## 5 0 0 6 0.00000000
## 6 0 0 7 0.00000000
## 7 0 0 8 0.00000000
## 8 0 0 11 0.00000000
## 9 0 0 12 0.00000000
## 10 2 5 9 0.00000000
## 11 0 6 9 0.00000000
## 12 0 6 13 0.00000000
## 13 1 7 16 0.04166667
## 14 2 9 31 0.04761905
## 15 0 9 42 0.10526316
## 16 0 9 67 0.10588235
## 17 0 9 91 0.09909910
## 18 0 9 155 0.06285714
## 19 6 15 223 0.05555556
## 20 0 15 319 0.05382436
## 21 0 15 461 0.04225352
## 22 0 15 604 0.04031008
## 23 0 15 890 0.03311966
## 24 0 15 1153 0.03070539
## 25 0 15 1542 0.02565707
## 26 1 16 2098 0.02265372
## 27 33 49 2720 0.01982301
## 28 11 60 3379 0.01770923
## 29 15 75 4222 0.01737937
## 30 32 107 5460 0.01712571
## 31 0 107 7844 0.01523408
## 32 2 109 11738 0.01455665
## 33 38 147 17062 0.01318883
## 34 24 171 22941 0.01256854
## 35 7 178 31755 0.01261557
## 36 118 296 41936 0.01214007
## 37 83 379 51630 0.01292465
## 38 15 394 63616 0.01395650
## 39 1470 1864 78943 0.01414001
## 40 601 2465 96955 0.01576050
## 41 766 3231 115835 0.01683663
## 42 1328 4559 133233 0.01733667
## 43 947 5506 152194 0.01858283
## 44 1745 7251 174933 0.02046873
## 45 1627 8878 199122 0.02231289
## 46 1525 10403 225401 0.02409509
## 47 1880 12283 254861 0.02555891
## 48 2542 14825 284691 0.02715379
## 49 3152 17977 306081 0.02858273
## 50 1596 19573 332632 0.02960998
## 51 2101 21674 359116 0.03221133
## 52 1217 22891 388245 0.03431624
## 53 3037 25928 417595 0.03579651
## 54 1386 27314 447709 0.03757139
## 55 3139 30453 474540 0.03890674
## 56 2181 32634 498923 0.03963194
## 57 4314 36948 517832 0.04046851
## 58 1872 38820 539569 0.04266384
## 59 9888 48708 556708 0.04452756
## 60 9046 57754 577597 0.04559821
## 61 2756 60510 603676 0.04656047
## 62 7775 68285 622242 0.04716126
## 63 2727 71012 643894 0.04770367
## 64 1377 72389 666006 0.04827608
## 65 10534 82923 715481 0.05003446
## 66 1127 84050 704026 0.05082419
## 67 1872 85922 731591 0.05111479
## 68 24510 110432 740958 0.05135596
## 69 7730 118162 766185 0.05139751
## 70 619 118781 791263 0.05116873
## 71 20209 138990 791859 0.05127996
## 72 3248 142238 810766 0.05222959
## 73 5173 147411 828926 0.05337840
## 74 8326 155737 848154 0.05385061
## 75 5826 161563 873498 0.05386785
## 76 12162 173725 890199 0.05388863
## 77 4538 178263 909926 0.05367052
## 78 9805 188068 920522 0.05344425
## 79 12560 200628 920522 0.05448928
## 80 12456 213084 937401 0.05559696
## 81 4166 217250 958778 0.05595122
## 82 6353 223603 977825 0.05609185
## 83 14475 238078 987332 0.05618627
## 84 18258 256336 988816 0.05602151
## 85 5889 262225 999864 0.05590489
## 86 34521 296746 985188 0.05619395
## 87 13513 310259 990441 0.05660309
## 88 7768 318027 1007557 0.05684807
## 89 8215 326242 1023153 0.05690661
## 90 12990 339232 1033414 0.05679516
## 91 7157 346389 1045164 0.05656912
## 92 9994 356383 1055478 0.05630068
## 93 4797 361180 1068914 0.05651064
## 94 8896 370076 1080834 0.05668314
## 95 12093 382169 1092397 0.05660138
## 96 21032 403201 1092312 0.05660450
## 97 43713 446914 1070205 0.05648283
## 98 4788 451702 1085014 0.05617735
## 99 12968 464670 1090085 0.05585082
## 100 15299 479969 1090805 0.05567282
## 101 10161 490130 1097931 0.05587484
## 102 8595 498725 1111100 0.05583496
## 103 20844 519569 1112578 0.05575573
## 104 15669 535238 1119756 0.05555632
## 105 64629 599867 1076208 0.05521822
## 106 15549 615416 1076221 0.05499046
## 107 30558 645974 1064663 0.05495569
## 108 42696 688670 1040642 0.05491335
## 109 23582 712252 1037126 0.05478215
## 110 26394 738646 1033171 0.05455443
## 111 13248 751894 1042579 0.05426428
## 112 9814 761708 1050852 0.05397316
## 113 11772 773480 1054890 0.05377193
## 114 15382 788862 1055762 0.05377306
## 115 19632 808494 1055515 0.05365746
## 116 7592 816086 1064959 0.05358417
## 117 25848 841934 1062775 0.05331049
## 118 12172 854106 1075891 0.05295278
## 119 15944 870050 1080743 0.05257665
## 120 19816 889866 1078850 0.05229816
## 121 13175 903041 1087984 0.05207612
## 122 15755 918796 1095107 0.05184635
## 123 12198 930994 1109297 0.05151624
## 124 25067 956061 1114475 0.05109863
## 125 16880 972941 1129008 0.05060935
## 126 7414 980355 1149406 0.05010140
## 127 22574 1002929 1153908 0.04964360
## 128 17474 1020403 1168173 0.04925790
## 129 20202 1040605 1185228 0.04875314
## 130 11688 1052293 1211749 0.04822757
## 131 16410 1068703 1239467 0.04758427
## 132 12734 1081437 1269807 0.04694920
## 133 12019 1093456 1298229 0.04628709
## 134 23721 1117177 1310560 0.04575788
## 135 26157 1143334 1327655 0.04521918
## 136 21346 1164680 1358248 0.04457201
## 137 26411 1191091 1386035 0.04391364
## 138 44397 1235488 1398237 0.04322259
## 139 24917 1260405 1423740 0.04253839
## 140 29159 1289564 1437322 0.04197095
## 141 35383 1324947 1448438 0.04137386
## 142 29916 1354863 1468713 0.04096711
## 143 37816 1392679 1492543 0.04038648
## 144 33749 1426428 1515369 0.03991263
## 145 34067 1460495 1547468 0.03933137
## 146 29951 1490446 1579207 0.03878758
## 147 26638 1517084 1613056 0.03820757
## 148 32385 1549469 1638325 0.03762443
## 149 50726 1600195 1648648 0.03716760
## 150 45767 1645962 1667378 0.03671504
## 151 33671 1679633 1702767 0.03624619
## 152 61600 1741233 1716322 0.03573806
## 153 33986 1775219 1746846 0.03533876
## 154 27119 1802338 1782806 0.03487164
## 155 47651 1849989 1790661 0.03445812
## 156 36594 1886583 1816524 0.03415845
## 157 56054 1942637 1827744 0.03384259
## 158 36980 1979617 1860401 0.03351254
## 159 48457 2028074 1885154 0.03318099
## 160 33618 2061692 1916495 0.03288851
## 161 28437 2090129 1946137 0.03255863
## 162 46474 2136603 1953390 0.03239175
## 163 49291 2185894 1961495 0.03221622
## 164 59150 2245044 1964151 0.03208081
## 165 39921 2284965 1991542 0.03186169
## 166 42607 2327572 2013976 0.03168517
## 167 35331 2362903 2038255 0.03152673
## 168 17314 2380217 2074040 0.03125996
## 169 66581 2446798 2048917 0.03108609
## 170 34882 2481680 2063955 0.03101657
## 171 58457 2540137 2056054 0.03095727
## 172 36531 2576668 2071580 0.03087342
## 173 40299 2616967 2090178 0.03075582
## 174 21503 2638470 2123258 0.03063290
## 175 26231 2664701 2145242 0.03044343
## 176 51233 2715934 2133748 0.03028528
## 177 39414 2755348 2147443 0.03022300
## 178 57255 2812603 2143872 0.03018751
## 179 30601 2843204 2163457 0.03010989
## 180 31943 2875147 2185337 0.03002867
## 181 25041 2900188 2214454 0.02993914
## 182 22536 2922724 2233483 0.02981743
## 183 50863 2973587 2219460 0.02968469
## 184 37511 3011098 2220538 0.02968909
## 185 51233 3062331 2211734 0.02970173
## 186 33579 3095910 2220060 0.02967326
## 187 31508 3127418 2237182 0.02960759
## 188 20662 3148080 2261690 0.02954402
## 189 18983 3167063 2278575 0.02945097
## 190 50918 3217981 2260927 0.02933722
## 191 36301 3254282 2259537 0.02935104
## 192 59579 3313861 2241053 0.02935398
## 193 34079 3347940 2249670 0.02932483
## 194 27898 3375838 2266210 0.02926913
## 195 32961 3408799 2276511 0.02921983
## 196 16928 3425727 2296088 0.02911032
## 197 30536 3456263 2296811 0.02902213
## 198 40650 3496913 2296675 0.02899122
## 199 50119 3547032 2283170 0.02897873
## 200 48957 3595989 2276120 0.02894908
## 201 80580 3676569 2244744 0.02887139
## 202 30431 3707000 2257135 0.02881286
## 203 18970 3725970 2270897 0.02872964
## 204 32659 3758629 2264864 0.02864137
## 205 38131 3796760 2248671 0.02859566
## 206 49335 3846095 2228303 0.02862537
## 207 33865 3879960 2229384 0.02864146
## 208 38002 3917962 2234189 0.02860186
## 209 32392 3950354 2242523 0.02854226
## 210 24595 3974949 2251051 0.02845279
## 211 52877 4027826 2231029 0.02836754
## 212 40260 4068086 2224106 0.02837560
## 213 51072 4119158 2211122 0.02835989
## 214 35881 4155039 2216981 0.02830562
## 215 36855 4191894 2226360 0.02824018
## 216 31799 4223693 2237473 0.02816256
## 217 26447 4250140 2245301 0.02806335
## 218 49385 4299525 2234734 0.02794597
## 219 46585 4346110 2235529 0.02786899
## 220 52797 4398907 2219258 0.02788225
## 221 38668 4437575 2222598 0.02784027
## 222 43144 4480719 2227138 0.02777227
## 223 43389 4524108 2228655 0.02771113
## 224 36348 4560456 2226898 0.02761573
## 225 49180 4609636 2211171 0.02752169
## 226 39047 4648683 2208226 0.02748149
## 227 51023 4699706 2199300 0.02745781
## 228 36915 4736621 2205505 0.02740926
## 229 40203 4776824 2212734 0.02733934
## 230 41685 4818509 2218504 0.02726016
## 231 30529 4849038 2224457 0.02717195
## 232 46040 4895078 2215813 0.02707831
## 233 40467 4935545 2213472 0.02702070
## 234 47835 4983380 2211215 0.02697244
## 235 41813 5025193 2222495 0.02690427
## 236 39107 5064300 2239311 0.02682296
## 237 25542 5089842 2268741 0.02671069
## 238 38320 5128162 2273634 0.02661829
## 239 56453 5184615 2258726 0.02650969
## 240 41812 5226427 2263033 0.02644381
## 241 52326 5278753 2264397 0.02636658
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## 243 75262 5395401 2273509 0.02616212
## 244 36791 5432192 2292799 0.02607228
## 245 25492 5457684 2317053 0.02595910
## 246 45584 5503268 2325345 0.02583791
## 247 42351 5545619 2338101 0.02576152
## 248 56497 5602116 2340435 0.02571077
## 249 53185 5655301 2355586 0.02561154
## 250 42860 5698161 2388875 0.02548314
## 251 43450 5741611 2423448 0.02534641
## 252 30887 5772498 2454482 0.02520272
## 253 61326 5833824 2455659 0.02506733
## 254 44140 5877964 2480265 0.02496934
## 255 55248 5933212 2499614 0.02486760
## 256 50133 5983345 2535345 0.02473859
## 257 41167 6024512 2582487 0.02459202
## 258 37926 6062438 2634463 0.02444304
## 259 41167 6103605 2665108 0.02429267
## 260 67797 6171402 2678501 0.02412467
## 261 64768 6236170 2698004 0.02401879
## 262 55849 6292019 2741536 0.02387423
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## 264 50736 6391208 2884637 0.02350080
## 265 50536 6441744 2961602 0.02329556
## 266 41676 6483420 3021899 0.02309870
## 267 69190 6552610 3071934 0.02287862
## 268 48721 6601331 3150619 0.02272027
## 269 47348 6648679 3241040 0.02255211
## 270 79441 6728120 3309956 0.02233240
## 271 61026 6789146 3414553 0.02209288
## 272 101885 6891031 3471112 0.02188070
## 273 46205 6937236 3562477 0.02166047
## 274 82068 7019304 3628700 0.02142426
## 275 68492 7087796 3713198 0.02126114
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## 286 95657 8041239 4535026 0.01958818
## 287 65964 8107203 4598142 0.01945486
## 288 115676 8222879 4629799 0.01931898
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## 290 129329 8462347 4745010 0.01917791
## 291 99080 8561427 4844888 0.01908869
## 292 97455 8658882 4960954 0.01896722
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## 308 76637 10622082 6130858 0.01763260
## 309 180414 10802496 6126654 0.01753700
## 310 142601 10945097 6155236 0.01753595
## 311 156769 11101866 6201812 0.01751484
## 312 117257 11219123 6272750 0.01748366
## 313 38588 11257711 6358668 0.01743880
## 314 152790 11410501 6380711 0.01734399
## 315 85374 11495875 6437526 0.01728047
## 316 200852 11696727 6396413 0.01721108
## 317 147745 11844472 6423588 0.01722191
## 318 154322 11998794 6471870 0.01722304
## 319 127012 12125806 6553120 0.01719828
## 320 50035 12175841 6674712 0.01716962
## 321 185546 12361387 6745781 0.01705682
## 322 75571 12436958 6876146 0.01694657
## 323 299554 12736512 6740922 0.01688580
## 324 125704 12862216 6813982 0.01688629
## 325 161926 13024142 6873434 0.01687986
## 326 119175 13143317 7000737 0.01686470
## 327 116632 13259949 7155177 0.01681285
## 328 133129 13393078 7266151 0.01677836
## 329 90412 13483490 7384582 0.01670609
## 330 196971 13680461 7380337 0.01663408
## 331 135567 13816028 7437622 0.01666823
## 332 159008 13975036 7478637 0.01668774
## 333 137083 14112119 7541296 0.01670113
## 334 116850 14228969 7646826 0.01669024
## 335 114675 14343644 7727007 0.01670115
## 336 84707 14428351 7819446 0.01665366
## 337 123334 14551685 7832945 0.01661165
## 338 235167 14786852 7734748 0.01660226
## 339 181864 14968716 7717094 0.01666043
## 340 132275 15100991 7749432 0.01670596
## 341 121728 15222719 7799264 0.01674259
## 342 108230 15330949 7847441 0.01677003
## 343 78690 15409639 7897726 0.01675801
## 344 207721 15617360 7818535 0.01673414
## 345 150053 15767413 7794422 0.01679173
## 346 175344 15942757 7750008 0.01685990
## 347 127370 16070127 7759463 0.01691719
## 348 129445 16199572 7771794 0.01695203
## 349 129378 16328950 7774407 0.01697395
## 350 74893 16403843 7805061 0.01697901
## 351 225687 16629530 7693218 0.01696243
## 352 120892 16750422 7671339 0.01702442
## 353 156356 16906778 7608663 0.01709750
## 354 124851 17031629 7586240 0.01722202
## 355 114540 17146169 7584192 0.01727778
## 356 122348 17268517 7559252 0.01732073
## 357 85871 17354388 7558713 0.01731655
## 358 158196 17512584 7476846 0.01731415
## 359 126633 17639217 7426954 0.01736861
## 360 188106 17827323 7318715 0.01743543
## 361 103496 17930819 7301974 0.01751943
## 362 109493 18040312 7275993 0.01766734
## 363 112814 18153126 7239936 0.01774013
## 364 71162 18224288 7231783 0.01774559
## 365 132337 18356625 7150224 0.01775147
## 366 122793 18479418 7078478 0.01776565
## 367 117079 18596497 7016129 0.01781334
## 368 106924 18703421 6964582 0.01787067
## 369 100302 18803723 6928034 0.01791464
## 370 95549 18899272 6893129 0.01794686
## 371 73918 18973190 6868690 0.01795940
## 372 140950 19114140 6776915 0.01797350
## 373 98377 19212517 6732886 0.01801700
## 374 127812 19340329 6665720 0.01806180
## 375 95124 19435453 6634229 0.01813046
## 376 98615 19534068 6598970 0.01816197
## 377 98455 19632523 6560581 0.01818526
## 378 61783 19694306 6546141 0.01819246
## 379 123226 19817532 6468203 0.01820599
## 380 87790 19905322 6424400 0.01823697
## 381 98003 20003325 6381960 0.01828223
## 382 90117 20093442 6346990 0.01830603
## 383 89887 20183329 6315613 0.01834232
## 384 90586 20273915 6276725 0.01836363
## 385 62741 20336656 6250861 0.01836577
## 386 112978 20449634 6175906 0.01836036
## 387 100044 20549678 6120329 0.01838895
## 388 90592 20640270 6081482 0.01840394
## 389 157028 20797298 5976105 0.01842224
## 390 1233922 22031220 4799993 0.01844167
## 391 77376 22108596 4768281 0.01843766
## 392 60641 22169237 4741971 0.01843279
## 393 117314 22286551 4668283 0.01842671
## 394 53838 22340389 4658024 0.01843463
## 395 106886 22447275 4603069 0.01843868
## 396 76524 22523799 4580089 0.01845603
## 397 86526 22610325 4549295 0.01846760
## 398 73292 22683617 4525204 0.01846084
## 399 70635 22754252 4490263 0.01845259
## 400 91751 22846003 4444596 0.01845247
## 401 193582 23039585 4297878 0.01844962
## 402 93294 23132879 4259545 0.01845834
## 403 63330 23196209 4252845 0.01846434
## 404 79059 23275268 4237257 0.01846637
## 405 73236 23348504 4218221 0.01845862
## 406 62380 23410884 4198414 0.01844922
## 407 98336 23509220 4158173 0.01842899
## 408 77576 23586796 4133388 0.01842384
## 409 86666 23673462 4105658 0.01842327
## 410 80929 23754391 4091122 0.01841050
## 411 71244 23825635 4080850 0.01840288
## 412 68950 23894585 4071348 0.01839095
## 413 52118 23946703 4055124 0.01837792
## 414 76815 24023518 4039921 0.01835146
## 415 98703 24122221 3993822 0.01834514
## 416 84318 24206539 3973289 0.01839021
## 417 66330 24272869 3976363 0.01837803
## 418 73897 24346766 3973990 0.01836220
## 419 76823 24423589 3958482 0.01834930
## 420 56933 24480522 3945705 0.01833122
## 421 80334 24560856 3922868 0.01830819
## 422 65554 24626410 3922684 0.01829624
## 423 69751 24696161 3916847 0.01828209
## 424 74819 24770980 3905301 0.01827250
## 425 65207 24836187 3910152 0.01825758
## 426 69145 24905332 3898729 0.01824491
## 427 55897 24961229 3883428 0.01823123
## 428 82234 25043463 3858126 0.01821038
## 429 62072 25105535 3845221 0.01820615
## 430 71899 25177434 3828351 0.01819943
## 431 59224 25236658 3827072 0.01819130
## 432 59389 25296047 3823496 0.01818398
## 433 43827 25339874 3826750 0.01817806
## 434 39957 25379831 3817734 0.01816895
## 435 95958 25475789 3760242 0.01815913
## 436 46124 25521913 3756589 0.01815329
## 437 62834 25584747 3741123 0.01815363
## 438 56827 25641574 3734479 0.01814874
## 439 68568 25710142 3716102 0.01814505
## 440 67785 25777927 3690753 0.01814295
## 441 45873 25823800 3672162 0.01813827
## 442 85593 25909393 3627153 0.01812643
## 443 56996 25966389 3606233 0.01813083
## 444 68925 26035314 3574776 0.01813302
## 445 70097 26105411 3543520 0.01813356
## 446 219346 26324757 3365945 0.01813500
## 447 81114 26405871 3316004 0.01813839
## 448 33841 26439712 3303030 0.01813451
## 449 67715 26507427 3265473 0.01812684
## 450 50711 26558138 3243687 0.01813043
## 451 62091 26620229 3211122 0.01813653
## 452 46970 26667199 3197093 0.01813839
## 453 45622 26712821 3185436 0.01814089
## 454 385799 27098620 2825963 0.01814097
## 455 37400 27136020 2804079 0.01814182
## 456 66289 27202309 2761216 0.01813909
## 457 51018 27253327 2733008 0.01815168
## 458 45853 27299180 2711978 0.01815615
## 459 59471 27358651 2677353 0.01816127
## 460 40778 27399429 2661150 0.01816863
## 461 71813 27471242 2607128 0.01817339
## 462 31013 27502255 2589475 0.01817169
## 463 61675 27563930 2547505 0.01817096
## 464 42512 27606442 2524285 0.01818049
## 465 55826 27662268 2488297 0.01819839
## 466 39611 27701879 2467720 0.01822373
## 467 65161 27767040 2424624 0.01823351
## 468 51921 27818961 2383791 0.01823594
## 469 21923 27840884 2369216 0.01823570
## 470 22956 27863840 2351084 0.01823699
## 471 77078 27940918 2292663 0.01824360
## 472 45593 27986511 2260355 0.01825355
## 473 39064 28025575 2236155 0.01826220
## 474 29420 28054995 2224169 0.01826951
## 475 48496 28103491 2185714 0.01827623
## 476 19246 28122737 2172134 0.01828378
## 477 54922 28177659 2129396 0.01828493
## 478 43204 28220863 2097950 0.01828967
## 479 33228 28254091 2078660 0.01829489
## 480 24303 28278394 2061491 0.01830283
## 481 67930 28346324 2016485 0.01831269
## Daily_Death_Ratio Total_Recover_Ratio Daily_Recover_Ratio
## 1 0.000000000 0.000000000 0.000000e+00
## 2 0.000000000 0.000000000 0.000000e+00
## 3 0.000000000 0.000000000 0.000000e+00
## 4 0.000000000 0.000000000 0.000000e+00
## 5 0.000000000 0.000000000 0.000000e+00
## 6 0.000000000 0.000000000 0.000000e+00
## 7 0.000000000 0.000000000 0.000000e+00
## 8 0.000000000 0.000000000 0.000000e+00
## 9 0.000000000 0.000000000 0.000000e+00
## 10 0.000000000 0.357142857 1.000000e+00
## 11 0.000000000 0.400000000 0.000000e+00
## 12 0.000000000 0.315789474 0.000000e+00
## 13 0.200000000 0.291666667 2.000000e-01
## 14 0.055555556 0.214285714 1.111111e-01
## 15 0.266666667 0.157894737 0.000000e+00
## 16 0.107142857 0.105882353 0.000000e+00
## 17 0.076923077 0.081081081 0.000000e+00
## 18 0.000000000 0.051428571 0.000000e+00
## 19 0.038961039 0.059523810 7.792208e-02
## 20 0.049504950 0.042492918 0.000000e+00
## 21 0.013888889 0.030181087 0.000000e+00
## 22 0.033783784 0.023255814 0.000000e+00
## 23 0.017182131 0.016025641 0.000000e+00
## 24 0.022304833 0.012448133 0.000000e+00
## 25 0.010178117 0.009386733 0.000000e+00
## 26 0.014159292 0.007397134 1.769912e-03
## 27 0.010574018 0.017345133 4.984894e-02
## 28 0.008875740 0.017137961 1.627219e-02
## 29 0.016055046 0.017150697 1.720183e-02
## 30 0.016266460 0.018891243 2.478699e-02
## 31 0.010788382 0.013252415 0.000000e+00
## 32 0.013171226 0.009066711 5.065856e-04
## 33 0.010153221 0.008429382 7.014953e-03
## 34 0.010843566 0.007212147 3.827141e-03
## 35 0.012744757 0.005503850 8.110300e-04
## 36 0.010662824 0.006923815 1.133525e-02
## 37 0.016299427 0.007193016 8.350941e-03
## 38 0.018403403 0.006069382 1.226894e-03
## 39 0.014838710 0.022741137 8.621701e-02
## 40 0.022734432 0.024403041 3.155518e-02
## 41 0.022246554 0.026679328 3.812273e-02
## 42 0.020504237 0.032512498 6.946333e-02
## 43 0.027122123 0.034265586 4.627865e-02
## 44 0.032444181 0.038985757 6.895870e-02
## 45 0.035132307 0.041730318 6.080879e-02
## 46 0.037224281 0.043054142 5.280654e-02
## 47 0.036433513 0.044803776 5.780169e-02
## 48 0.040118606 0.048152503 7.537435e-02
## 49 0.045689622 0.053889020 1.225648e-01
## 50 0.041282060 0.053927241 5.436152e-02
## 51 0.063155480 0.055085090 6.885815e-02
## 52 0.059971501 0.053766800 3.769903e-02
## 53 0.054200859 0.056366565 8.868966e-02
## 54 0.061885759 0.055340004 4.127703e-02
## 55 0.059587687 0.057957582 9.849697e-02
## 56 0.053213102 0.058960095 7.773461e-02
## 57 0.059226251 0.063904196 1.747620e-01
## 58 0.091507292 0.064253970 7.203602e-02
## 59 0.082742237 0.076871360 3.355846e-01
## 60 0.066747724 0.086756015 2.820177e-01
## 61 0.067281255 0.086862153 8.914766e-02
## 62 0.062063809 0.094224547 2.768480e-01
## 63 0.062814746 0.094592110 1.048322e-01
## 64 0.065374821 0.093302829 5.479071e-02
## 65 0.104217968 0.103520726 4.183811e-01
## 66 0.072454353 0.101231642 3.853518e-02
## 67 0.058829172 0.099729441 5.985229e-02
## 68 0.057138881 0.123046616 6.821598e-01
## 69 0.052469668 0.126747495 2.222414e-01
## 70 0.043227344 0.123843603 2.304714e-02
## 71 0.056120134 0.141658420 9.168406e-01
## 72 0.090479905 0.141456875 1.333388e-01
## 73 0.098032394 0.142924458 1.999691e-01
## 74 0.070283767 0.146779350 2.809326e-01
## 75 0.054423007 0.147682067 1.767383e-01
## 76 0.054632996 0.154487725 3.983492e-01
## 77 0.044007564 0.155024111 1.787881e-01
## 78 0.041216280 0.160579517 4.608046e-01
## 79 0.109556375 0.168113363 5.651039e-01
## 80 0.108889337 0.174915081 5.021568e-01
## 81 0.071636258 0.174396016 1.514138e-01
## 82 0.062557667 0.175674858 2.344713e-01
## 83 0.060892039 0.183368249 5.668246e-01
## 84 0.045680862 0.194334243 8.825833e-01
## 85 0.047252067 0.196155216 3.312707e-01
## 86 0.074220937 0.218475108 1.610422e+00
## 87 0.083736146 0.225030662 6.597822e-01
## 88 0.069478723 0.226275949 2.904794e-01
## 89 0.060153937 0.228010830 3.242550e-01
## 90 0.050281840 0.233101079 5.305939e-01
## 91 0.039863904 0.234841274 3.634471e-01
## 92 0.037535545 0.238209281 4.736493e-01
## 93 0.072489572 0.238284678 2.440228e-01
## 94 0.068385249 0.240606881 3.981382e-01
## 95 0.051559618 0.244504285 4.848448e-01
## 96 0.056823810 0.254346174 9.470035e-01
## 97 0.047984137 0.277941963 1.926107e+00
## 98 0.031912266 0.277427046 2.365262e-01
## 99 0.027180068 0.282178092 6.993475e-01
## 100 0.038071218 0.288550595 9.186933e-01
## 101 0.073877638 0.291389350 5.443587e-01
## 102 0.052915579 0.292503042 3.740209e-01
## 103 0.050006384 0.300585703 8.870920e-01
## 104 0.041089566 0.305440472 6.576429e-01
## 105 0.027898183 0.338137262 2.980218e+00
## 106 0.029800499 0.343793609 9.693890e-01
## 107 0.051848895 0.356869433 1.524926e+00
## 108 0.051018853 0.376365182 2.169622e+00
## 109 0.043337306 0.384841528 1.124291e+00
## 110 0.036456544 0.394143181 1.133373e+00
## 111 0.031008083 0.396268438 5.666139e-01
## 112 0.024170488 0.397557166 5.294848e-01
## 113 0.030120851 0.400295611 7.221643e-01
## 114 0.053899884 0.404658335 8.953434e-01
## 115 0.042526919 0.410465970 9.696730e-01
## 116 0.045495294 0.410599805 4.253698e-01
## 117 0.031037589 0.418462918 1.058390e+00
## 118 0.025210084 0.419108793 4.692005e-01
## 119 0.016319001 0.422549029 7.541744e-01
## 120 0.020975583 0.428364297 1.082427e+00
## 121 0.032063520 0.429936403 5.716331e-01
## 122 0.031414056 0.432572859 6.670195e-01
## 123 0.025625877 0.432797423 4.504099e-01
## 124 0.022051929 0.438151084 8.105216e-01
## 125 0.017207396 0.439449810 5.281106e-01
## 126 0.010072967 0.437249927 2.638904e-01
## 127 0.010994804 0.442081660 8.499887e-01
## 128 0.022992646 0.443274575 5.245085e-01
## 129 0.018131506 0.444719906 5.324022e-01
## 130 0.016575297 0.442369651 3.008262e-01
## 131 0.013370299 0.440976856 3.669007e-01
## 132 0.011633510 0.438348552 2.921916e-01
## 133 0.006143865 0.436028618 2.953724e-01
## 134 0.009288266 0.439115666 6.518549e-01
## 135 0.013974695 0.441779942 5.963069e-01
## 136 0.012735464 0.441062081 4.057481e-01
## 137 0.012229128 0.441882103 4.813465e-01
## 138 0.010662658 0.448827044 7.760492e-01
## 139 0.005385359 0.449599183 4.915274e-01
## 140 0.004935627 0.453058830 6.788583e-01
## 141 0.005007168 0.457970615 7.571309e-01
## 142 0.017942396 0.460181761 5.853487e-01
## 143 0.013016539 0.463199574 6.054532e-01
## 144 0.015110631 0.465530256 5.875215e-01
## 145 0.012757196 0.466445808 5.083034e-01
## 146 0.011504935 0.466709169 4.799224e-01
## 147 0.007824290 0.466151644 4.369464e-01
## 148 0.004867440 0.467775241 5.589789e-01
## 149 0.012695281 0.474236395 8.203577e-01
## 150 0.013354750 0.478529352 7.001224e-01
## 151 0.013203018 0.478581096 4.811243e-01
## 152 0.012301061 0.485604628 8.095570e-01
## 153 0.013442628 0.486216171 5.197510e-01
## 154 0.008051454 0.485193210 4.264597e-01
## 155 0.006977243 0.490638170 8.524939e-01
## 156 0.016363235 0.492057141 5.763198e-01
## 157 0.016131155 0.497799331 8.197786e-01
## 158 0.015299990 0.498246362 5.229146e-01
## 159 0.015465304 0.501064724 6.516541e-01
## 160 0.014936916 0.501204700 5.097962e-01
## 161 0.009414815 0.500977205 4.850165e-01
## 162 0.019687625 0.505476341 8.479728e-01
## 163 0.019542193 0.510073388 8.420055e-01
## 164 0.022907280 0.516255759 9.351039e-01
## 165 0.017959529 0.517282480 5.824227e-01
## 166 0.019935507 0.519128774 6.420198e-01
## 167 0.019846425 0.519955972 5.809395e-01
## 168 0.008625679 0.517664675 3.232576e-01
## 169 0.012034411 0.527332497 1.586660e+00
## 170 0.024714272 0.529014495 6.814887e-01
## 171 0.025595559 0.535552439 1.126686e+00
## 172 0.023412438 0.537216916 6.853203e-01
## 173 0.021384421 0.538857423 6.695966e-01
## 174 0.019913093 0.537125603 3.861057e-01
## 175 0.011359675 0.537132844 5.378622e-01
## 176 0.010754027 0.543062656 1.275373e+00
## 177 0.024502691 0.545010608 7.239498e-01
## 178 0.026934928 0.550330127 1.037792e+00
## 179 0.022382390 0.550785331 5.961040e-01
## 180 0.022413135 0.551095541 5.801805e-01
## 181 0.021500325 0.550059782 4.524283e-01
## 182 0.014603732 0.549934455 5.342690e-01
## 183 0.010741139 0.555611569 1.365816e+00
## 184 0.030280947 0.558467989 9.426295e-01
## 185 0.031257135 0.563393603 1.169757e+00
## 186 0.026076650 0.565098048 7.804169e-01
## 187 0.022375008 0.565712765 6.334158e-01
## 188 0.021934478 0.564732525 4.473941e-01
## 189 0.015210587 0.564449916 5.211960e-01
## 190 0.010351597 0.570108931 1.514605e+00
## 191 0.031514412 0.572881600 1.007046e+00
## 192 0.029748554 0.579052348 1.406658e+00
## 193 0.025516958 0.580562462 7.778107e-01
## 194 0.022201685 0.580822809 6.138579e-01
## 195 0.022747295 0.582060517 7.445617e-01
## 196 0.011749100 0.581284606 4.582690e-01
## 197 0.012603449 0.583332475 9.645587e-01
## 198 0.024581678 0.586084693 9.786927e-01
## 199 0.026999734 0.590758863 1.331889e+00
## 200 0.024806274 0.594656607 1.139250e+00
## 201 0.019508599 0.602977981 1.605723e+00
## 202 0.020651801 0.603640046 6.959634e-01
## 203 0.013323687 0.603469150 5.718334e-01
## 204 0.008342644 0.606122848 1.216350e+00
## 205 0.015880136 0.610078779 1.710524e+00
## 206 0.034787245 0.615040224 1.643897e+00
## 207 0.031430155 0.616896394 9.386086e-01
## 208 0.022916619 0.618629323 8.674077e-01
## 209 0.019453941 0.619679995 7.798912e-01
## 210 0.011430789 0.620277966 7.340476e-01
## 211 0.011939131 0.625284732 1.590190e+00
## 212 0.029885927 0.628183567 1.171575e+00
## 213 0.025757770 0.632253095 1.306356e+00
## 214 0.020003757 0.633618233 8.424352e-01
## 215 0.019136117 0.634676372 7.818865e-01
## 216 0.016411479 0.635294466 7.288668e-01
## 217 0.008992078 0.635964033 7.646736e-01
## 218 0.007897360 0.639608962 1.262172e+00
## 219 0.017134796 0.641935589 9.663735e-01
## 220 0.030266022 0.646139160 1.401715e+00
## 221 0.021180418 0.647735686 9.009949e-01
## 222 0.018181069 0.649429355 8.883398e-01
## 223 0.018490995 0.651398522 9.483520e-01
## 224 0.008626619 0.653349694 1.041729e+00
## 225 0.007743529 0.657270240 1.481816e+00
## 226 0.019936844 0.659324813 1.044931e+00
## 227 0.023585890 0.662509792 1.183307e+00
## 228 0.019577526 0.663599556 8.393779e-01
## 229 0.016995171 0.664738571 8.332401e-01
## 230 0.015456432 0.666071763 8.648340e-01
## 231 0.009852083 0.666895244 8.285792e-01
## 232 0.009036224 0.669751167 1.220023e+00
## 233 0.016154005 0.671726356 1.044256e+00
## 234 0.019342901 0.673973462 1.029219e+00
## 235 0.017578595 0.674697066 7.736987e-01
## 236 0.016167623 0.674797783 6.879948e-01
## 237 0.011561629 0.673212328 4.592646e-01
## 238 0.010623440 0.674384850 8.773496e-01
## 239 0.006765803 0.678078900 1.349646e+00
## 240 0.015656122 0.679398564 8.955045e-01
## 241 0.015503876 0.681356069 9.566696e-01
## 242 0.014567084 0.681330994 6.781477e-01
## 243 0.012980372 0.685135941 1.132015e+00
## 244 0.013629489 0.684862711 6.470226e-01
## 245 0.008056796 0.683753989 5.083759e-01
## 246 0.008027692 0.684805220 8.392989e-01
## 247 0.014785283 0.685305345 7.571602e-01
## 248 0.018861946 0.687194996 9.422134e-01
## 249 0.013938992 0.687871399 7.674382e-01
## 250 0.011783485 0.686648853 5.562116e-01
## 251 0.010964634 0.685369252 5.507669e-01
## 252 0.005876214 0.683970950 4.958979e-01
## 253 0.006911564 0.686120668 9.743875e-01
## 254 0.013007523 0.685694914 6.337219e-01
## 255 0.013332452 0.686088772 7.307453e-01
## 256 0.011899008 0.685002684 5.769178e-01
## 257 0.010243995 0.682741691 4.613945e-01
## 258 0.009966192 0.680041495 4.176550e-01
## 259 0.005732008 0.679156923 5.699748e-01
## 260 0.005633803 0.680518073 8.303368e-01
## 261 0.012769297 0.681247619 7.587540e-01
## 262 0.010701203 0.679887588 5.559548e-01
## 263 0.009973744 0.676822591 4.269062e-01
## 264 0.008849287 0.672823824 3.870495e-01
## 265 0.008129386 0.669089486 3.931355e-01
## 266 0.004597634 0.666328129 4.068174e-01
## 267 0.005007302 0.665246618 5.774254e-01
## 268 0.010607896 0.661544306 3.783509e-01
## 269 0.010500535 0.657120515 3.400679e-01
## 270 0.007459591 0.655291408 5.314775e-01
## 271 0.007353911 0.650661511 3.657537e-01
## 272 0.008020034 0.650468768 6.378776e-01
## 273 0.004781851 0.646395974 3.342593e-01
## 274 0.004404251 0.645089974 5.509879e-01
## 275 0.009773463 0.642265086 4.433139e-01
## 276 0.011184357 0.640331775 5.044425e-01
## 277 0.010978895 0.637025979 4.293444e-01
## 278 0.009642857 0.632988127 3.882463e-01
## 279 0.008223136 0.631222905 5.118931e-01
## 280 0.006137784 0.627675714 3.384678e-01
## 281 0.005808860 0.627470388 6.119935e-01
## 282 0.012752492 0.626518850 5.542123e-01
## 283 0.012160189 0.631131938 9.469557e-01
## 284 0.010626516 0.628483728 3.516134e-01
## 285 0.006773031 0.626637913 5.080288e-01
## 286 0.007819740 0.626873382 6.470700e-01
## 287 0.006289599 0.625679861 5.078177e-01
## 288 0.007457559 0.627419546 7.792778e-01
## 289 0.014103556 0.627713700 6.504822e-01
## 290 0.013980358 0.628441928 6.792133e-01
## 291 0.013129635 0.626421249 4.914561e-01
## 292 0.011280023 0.623696722 4.512704e-01
## 293 0.011145077 0.623806273 6.312572e-01
## 294 0.006321483 0.621090643 3.971706e-01
## 295 0.007155952 0.621861251 6.809338e-01
## 296 0.013563732 0.620825557 5.432904e-01
## 297 0.015202610 0.621841629 6.961426e-01
## 298 0.013476463 0.620236611 5.050845e-01
## 299 0.012674523 0.622807153 7.974832e-01
## 300 0.011050144 0.623182459 6.504002e-01
## 301 0.007954148 0.621243234 4.519423e-01
## 302 0.007379764 0.623054380 7.716466e-01
## 303 0.015835277 0.624619507 7.636708e-01
## 304 0.015346765 0.626301159 7.504388e-01
## 305 0.015336412 0.625413565 5.585072e-01
## 306 0.011852500 0.623121276 4.563677e-01
## 307 0.013704950 0.624955145 7.835198e-01
## 308 0.008390970 0.622863037 4.264316e-01
## 309 0.008362597 0.626909951 1.015296e+00
## 310 0.017431983 0.628827772 8.185111e-01
## 311 0.015736026 0.630352611 7.588191e-01
## 312 0.014608477 0.630176749 6.139592e-01
## 313 0.011095844 0.627903725 3.064899e-01
## 314 0.007696281 0.630232349 8.671938e-01
## 315 0.009267066 0.629954175 5.948620e-01
## 316 0.009358256 0.635346526 1.245609e+00
## 317 0.018340180 0.637204366 8.291524e-01
## 318 0.017325004 0.638425251 7.484964e-01
## 319 0.014997659 0.638005791 6.007198e-01
## 320 0.014040248 0.634824157 2.874402e-01
## 321 0.008699448 0.635915328 7.167619e-01
## 322 0.006608588 0.633051745 3.645384e-01
## 323 0.009690366 0.642869376 1.805216e+00
## 324 0.016934734 0.642655703 6.217184e-01
## 325 0.016307632 0.643510362 7.195176e-01
## 326 0.015639352 0.641462683 4.759499e-01
## 327 0.012944831 0.638595687 4.246924e-01
## 328 0.013884625 0.637408306 5.378080e-01
## 329 0.009504522 0.635335818 4.288038e-01
## 330 0.008774276 0.638764926 1.013059e+00
## 331 0.020383078 0.639218689 6.885803e-01
## 332 0.018755671 0.640533252 7.798906e-01
## 333 0.018136600 0.640840349 6.737722e-01
## 334 0.015629357 0.639584942 5.172162e-01
## 335 0.017925123 0.639042710 5.782176e-01
## 336 0.010700204 0.637729038 4.730596e-01
## 337 0.009733822 0.639276033 8.925733e-01
## 338 0.015064898 0.645662690 1.691058e+00
## 339 0.024574242 0.648834259 1.080292e+00
## 340 0.022940681 0.649822298 7.851173e-01
## 341 0.021597176 0.650154732 6.942120e-01
## 342 0.020791596 0.650340621 6.775894e-01
## 343 0.014592963 0.650069373 6.012148e-01
## 344 0.012386470 0.655234926 1.596110e+00
## 345 0.027392711 0.657956006 1.158827e+00
## 346 0.028975726 0.661550633 1.300415e+00
## 347 0.026738462 0.662968416 9.060064e-01
## 348 0.022772229 0.664332202 8.921765e-01
## 349 0.020937787 0.665955697 9.595781e-01
## 350 0.018134787 0.666090539 6.968541e-01
## 351 0.013423691 0.672105500 1.955812e+00
## 352 0.032017441 0.674204282 1.181879e+00
## 353 0.035787437 0.677846843 1.609313e+00
## 354 0.046143244 0.679925218 1.162670e+00
## 355 0.029329284 0.681345546 9.883425e-01
## 356 0.028106760 0.683485238 1.220733e+00
## 357 0.016096301 0.684534212 9.901185e-01
## 358 0.016530949 0.688665909 2.038293e+00
## 359 0.034789390 0.691483683 1.592728e+00
## 360 0.037967212 0.696590687 2.265819e+00
## 361 0.041275279 0.698166122 1.143729e+00
## 362 0.060406611 0.700006880 1.231906e+00
## 363 0.041172723 0.702203115 1.409241e+00
## 364 0.019940583 0.703207000 1.106873e+00
## 365 0.020693911 0.706899071 2.552256e+00
## 366 0.024797020 0.710196144 2.345840e+00
## 367 0.039588671 0.713133879 2.054522e+00
## 368 0.043690746 0.715645011 1.846478e+00
## 369 0.035301950 0.717668097 1.517727e+00
## 370 0.031431674 0.719595254 1.526049e+00
## 371 0.024448432 0.721017317 1.457403e+00
## 372 0.025330506 0.724983667 2.793689e+00
## 373 0.038309769 0.727156372 1.740785e+00
## 374 0.036860578 0.730253483 2.029825e+00
## 375 0.045409541 0.732002765 1.427003e+00
## 376 0.030957479 0.733909731 1.508336e+00
## 377 0.028215499 0.735899818 1.592865e+00
## 378 0.022162095 0.736878379 1.276086e+00
## 379 0.025980730 0.740201262 2.650249e+00
## 380 0.036408246 0.742214794 1.923153e+00
## 381 0.039267559 0.744264073 1.694557e+00
## 382 0.029563412 0.746039659 1.585813e+00
## 383 0.034472516 0.747694753 1.483308e+00
## 384 0.029163772 0.749571852 1.701114e+00
## 385 0.019906448 0.750847011 1.667491e+00
## 386 0.014565246 0.753944194 2.928029e+00
## 387 0.035213712 0.756347419 2.170623e+00
## 388 0.026068135 0.758199077 1.705101e+00
## 389 0.027800783 0.762479283 2.955654e+00
## 390 0.027357157 0.805961605 2.076052e+01
## 391 0.016074122 0.807421386 1.667227e+00
## 392 0.014609644 0.808607181 1.740557e+00
## 393 0.014658385 0.811575513 2.649667e+00
## 394 0.023308456 0.812216343 1.206616e+00
## 395 0.020539419 0.814532228 2.015956e+00
## 396 0.027144882 0.815679991 1.390385e+00
## 397 0.024060519 0.817123607 1.515182e+00
## 398 0.014718840 0.818295593 1.467719e+00
## 399 0.012122219 0.819775176 1.954915e+00
## 400 0.018382431 0.821690933 1.954353e+00
## 401 0.016784156 0.827235266 4.061388e+00
## 402 0.022776573 0.828911107 1.658796e+00
## 403 0.021359693 0.829460508 1.094425e+00
## 404 0.019343974 0.830365742 1.221498e+00
## 405 0.014509619 0.831347313 1.331612e+00
## 406 0.012319042 0.832291048 1.447197e+00
## 407 0.008719244 0.834049270 1.677917e+00
## 408 0.015717642 0.835212232 1.446396e+00
## 409 0.018158798 0.836503076 1.443808e+00
## 410 0.013037015 0.837372282 1.203047e+00
## 411 0.014912352 0.838055190 1.151046e+00
## 412 0.012754085 0.838704040 1.145045e+00
## 413 0.008124240 0.839467095 1.440201e+00
## 414 0.006177918 0.840333619 1.239052e+00
## 415 0.014961706 0.842212945 1.848267e+00
## 416 0.037861075 0.843205132 1.271861e+00
## 417 0.013404978 0.843448826 9.428974e-01
## 418 0.012072157 0.843893636 1.020705e+00
## 419 0.012354628 0.844738679 1.237444e+00
## 420 0.006569474 0.845408155 1.280890e+00
## 421 0.006788737 0.846490127 1.387701e+00
## 422 0.013059561 0.846816342 9.897184e-01
## 423 0.011919301 0.847330126 1.078318e+00
## 424 0.013917028 0.848030202 1.166023e+00
## 425 0.012112752 0.848203258 9.194833e-01
## 426 0.011897222 0.848871149 1.183645e+00
## 427 0.008426760 0.849590794 1.365306e+00
## 428 0.007530856 0.850728726 1.433547e+00
## 429 0.015715086 0.851392612 1.242633e+00
## 430 0.014647161 0.852216865 1.287428e+00
## 431 0.014104876 0.852525483 1.007656e+00
## 432 0.014357362 0.852900208 1.048794e+00
## 433 0.014505798 0.853003907 9.173818e-01
## 434 0.009507651 0.853451513 1.279115e+00
## 435 0.010648148 0.855559728 2.468056e+00
## 436 0.014113605 0.855870506 1.070684e+00
## 437 0.018361172 0.856591504 1.302151e+00
## 438 0.015285899 0.857031805 1.115086e+00
## 439 0.015978512 0.857861107 1.344312e+00
## 440 0.016683659 0.858886094 1.570697e+00
## 441 0.013059364 0.859622785 1.659480e+00
## 442 0.009445705 0.861297331 2.089112e+00
## 443 0.021720856 0.862135147 1.545570e+00
## 444 0.019855076 0.863327847 1.803045e+00
## 445 0.018547063 0.864517747 1.771244e+00
## 446 0.019160777 0.870553933 5.150539e+00
## 447 0.021348068 0.872317481 2.546511e+00
## 448 0.012586949 0.872826073 1.601334e+00
## 449 0.010499377 0.874181929 2.221767e+00
## 450 0.021812648 0.875001030 1.714948e+00
## 451 0.024256444 0.876173205 2.051917e+00
## 452 0.019817300 0.876749364 1.397625e+00
## 453 0.020334583 0.877249356 1.315893e+00
## 454 0.018236062 0.889136022 1.438743e+01
## 455 0.019773833 0.889900973 2.362752e+00
## 456 0.014637840 0.891379899 2.788298e+00
## 457 0.034415612 0.892360915 2.159675e+00
## 458 0.023523858 0.893118888 1.803745e+00
## 459 0.024307874 0.894319471 2.335402e+00
## 460 0.027079457 0.894913535 1.614395e+00
## 461 0.026164541 0.896724001 3.930866e+00
## 462 0.014313118 0.897339323 2.288107e+00
## 463 0.017059909 0.898763773 3.076520e+00
## 464 0.032837018 0.899564862 2.131248e+00
## 465 0.044642427 0.900774476 2.688466e+00
## 466 0.056788900 0.901471958 1.962884e+00
## 467 0.031429700 0.902923051 2.860322e+00
## 468 0.024802111 0.904277072 4.566491e+00
## 469 0.017252909 0.904769796 2.932058e+00
## 470 0.026241421 0.905370057 4.633831e+00
## 471 0.028837645 0.907308169 4.012181e+00
## 472 0.040378503 0.908380322 3.293340e+00
## 473 0.035556709 0.909193439 2.534648e+00
## 474 0.030798310 0.909617055 1.635535e+00
## 475 0.038126257 0.910881127 4.645656e+00
## 476 0.057081045 0.911327430 3.202862e+00
## 477 0.021129589 0.912739044 4.412469e+00
## 478 0.030348013 0.913779598 3.562923e+00
## 479 0.029522351 0.914430264 2.313605e+00
## 480 0.050951177 0.914994216 3.233072e+00
## 481 0.031189249 0.916490517 2.870848e+00
Plot:
plot_ly(data= New_Total_Df %>%
gather(key,value,Deaths_Total,Confirmed_Total,Active_Total,Recovered_Total)) %>%
add_trace(
x = ~ Date,
y = ~ value/sum(Pop_Df$Size_Population), #calculating total population
color = ~ key,
type = "scatter",
mode = "lines",
text = ~paste("Date: ", Date,
"</br>Accumulate number : ", value,
"</br>Total_Population: ", sum(Pop_Df$Size_Population)),
name = ~key) %>%
layout(title = paste("Line plot representing the ratio of active, confirmed, deaths and recoverd cases",
'<br>', "Normalized by the number of population in the US"),
yaxis = list(title = "Ratio", range = c(0, 0.05)),
xaxis = list(title = "Date"),
legend = list(x = 0.99, y = 1))
We can see that the confirmed cases reached over 4% of the population.
The deaths ratio is less then 1%.
The recovery rate that change almost like the confirmed ratio.
the active cases ratio time line that has a peak between 1/1/21 to the 1/7/21.
We would start by loading the csv file
Civiqs_Poll<- read_csv('data\\civiqs_poll.csv') # open file
if("date" %in% colnames(Civiqs_Poll)==TRUE)
{Civiqs_Poll$date <-as.Date(Civiqs_Poll$date, format = "%m/%d/%Y")} # cast date col from chr type to date type
Civiqs_Poll<- Civiqs_Poll %>%
rename_with(str_to_title) # convert capital letter in each cols name
Civiqs_Poll
## # A tibble: 41 x 4
## Date Dem Rep Diff
## <date> <dbl> <dbl> <dbl>
## 1 2020-02-25 35 -57 92
## 2 2020-02-26 35 -58 93
## 3 2020-02-27 35 -58 93
## 4 2020-02-28 35 -58 93
## 5 2020-02-29 36 -58 94
## 6 2020-03-01 37 -58 95
## 7 2020-03-02 37 -57 94
## 8 2020-03-03 37 -56 93
## 9 2020-03-04 38 -56 94
## 10 2020-03-05 39 -56 95
## # ... with 31 more rows
Let’s have glimpse over the data for a better understanding
glimpse(Civiqs_Poll)
## Rows: 41
## Columns: 4
## $ Date <date> 2020-02-25, 2020-02-26, 2020-02-27, 2020-02-28, 2020-02-29, 2020~
## $ Dem <dbl> 35, 35, 35, 35, 36, 37, 37, 37, 38, 39, 39, 41, 43, 46, 49, 52, 5~
## $ Rep <dbl> -57, -58, -58, -58, -58, -58, -57, -56, -56, -56, -56, -56, -54, ~
## $ Diff <dbl> 92, 93, 93, 93, 94, 95, 94, 93, 94, 95, 95, 97, 97, 97, 97, 96, 9~
We have 4 columns which contains:
Date.
Democrat’s concerns presented in percentage.
Republicans concerns presented in percentage .
The difference in concern between both parties calculated by the formula: Diff = Dem - Rep.
We noticed from the glimpse function that the concern value doesn’t start from 0, it starts for Rep column from -48 and for Dem column at 35.
Lets see the top and bottom of the data frame
Civiqs_Poll %>%
head()
## # A tibble: 6 x 4
## Date Dem Rep Diff
## <date> <dbl> <dbl> <dbl>
## 1 2020-02-25 35 -57 92
## 2 2020-02-26 35 -58 93
## 3 2020-02-27 35 -58 93
## 4 2020-02-28 35 -58 93
## 5 2020-02-29 36 -58 94
## 6 2020-03-01 37 -58 95
Civiqs_Poll %>%
tail()
## # A tibble: 6 x 4
## Date Dem Rep Diff
## <date> <dbl> <dbl> <dbl>
## 1 2020-03-31 79 15 64
## 2 2020-04-01 80 18 62
## 3 2020-04-02 80 19 61
## 4 2020-04-03 81 22 59
## 5 2020-04-04 81 22 59
## 6 2020-04-05 82 23 59
We see that the data we have starts at the 2020-02-25 and ends at the 2020-04-05, so we have a little bit more than a month of the concern ratio of both parties.
lets see the dimension.
dim(Civiqs_Poll)
## [1] 41 4
We have 41 rows of data meaning 41 days.
We would want to plot the concern of both parties to have a better look.
plot_ly(data= Civiqs_Poll) %>%
add_trace(
x = ~ Date,
y = ~ Dem,
type = "scatter",
mode = "lines+markers",
line = list(color="steelblue"),
marker = list(color="steelblue"),
hoverinfo = 'text',
text = ~paste("</br>Dem:", Dem,
"</br>Date:", Date),
text = ~paste("Date: ", Date),
name = "Democrats") %>%
add_trace(
x = ~ Date,
y = ~ Rep,
type = "scatter",
mode = "lines+markers",
line = list(color="red"),
marker = list(color="red"),
hoverinfo = 'text',
text = ~paste("</br>Rep:", Rep,
"</br>Date:", Date),
name = "Republicans") %>%
layout(title = paste("Concern ratio in each Party",
'<br>', "Between dates 2020-02-25 to 2020-04-05"),
yaxis = list(title = "Concern (%)",ticksuffix = "%", range= c(-70, 100)),
xaxis = list(title = "Date"),
legend = list(x = 0.99, y = 1),
hovermode = "compare")
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.
As we can see the scales goes from a minus value to 100%, we can understand that the scales goes from -100% meaning no concern to 100% meaning a full concern. We noticed that we have an increase in concern by both parties that starts at the 7-8/3/2020 for 2 weeks more or less. Lets try to understand why. While exploring the cases data frame we noticed we have data about deaths cases that happened during the pandemic, we believe the death rate by the virus might affect the concern level of both parties as it affects both of them. So we would want to calculate the death rate in the same time range of the concern time range. We will calculate it by using the formula: death rate = death cases / total cases.
We would like to link our two data sets, and explore if the increase in the number of new cases per day and in the number of daily deaths can explain the difference in the concern of the Democratic and Republican parties.
plot_ly(data= Cases %>% filter(Date<="2020-04-05" & Date >="2020-02-25")) %>%
add_trace(
x = ~ Date,
y = ~ Confirmed_Daily/300,
type = "scatter",
mode = "lines+markers",
hoverinfo = 'text',
text = ~paste("</br>Confirmed_Daily:", Confirmed_Daily,
"</br>Date:", Date),
name = "Confirmed_Daily",
line = list(color = "black"),
marker = list(color = "black")) %>%
add_trace(
x = ~ Date,
y = ~ Deaths_Daily/10,
type = "scatter",
mode = "lines+markers",
hoverinfo = 'text',
text = ~paste("</br>Deaths_Daily:", Deaths_Daily,
"</br>Date:", Date),
name = "Deaths_Daily",
line = list(color = "hotpink"),
marker = list(color = "hotpink")) %>%
add_trace(data=Civiqs_Poll,
x = ~ Date,
y = ~ Diff,
type = "scatter",
mode = "lines+markers",
hoverinfo = 'text',
text = ~paste("<br>Diff:", Diff,
"</br>Dem:", Dem,
"</br>Rep:", Rep,
"</br>Date:", Date),
name = "Diff",
line = list(color = "steelblue"),
marker = list(color = "steelblue")) %>%
layout(title = "Difference in support along with the spread of the plague",
yaxis = list(title = "Number"),
xaxis = list(title = "Date"),
legend = list(x = 0.99, y = 1),
hovermode = "compare")
Let’s divide the tendency of diff line to 3 stages.
First Stage: It can be noted that when the number of new cases and the number of deaths per day is low, the difference in opinions is high which can explain a polarization in the opinions of both parties.
Second Stage: As the number of deaths per day and the verified increases, it can be seen that the difference in the opinions of the two parties decreases significantly, which can explain the common concern of the two parties regarding dealing with the party in US.
Third Stage: At the end of the graph where there is a kind of stabilization in the difference between the parties that occurs along with the decrease in mortality and the decrease in the number of infected per day.
Note: we chose to divide some number just to explain a tendency and how it impact on other tendency. The real number is presented in text box.
p <- New_Total_Df %>%
select(Date,Total_Death_Ratio,Daily_Death_Ratio) %>%
gather(key,value, -Date) %>%
ggplot(aes(x = Date, y = value, color = key)) +
scale_x_date(limits = as.Date(c("2020-02-25","2020-04-05"))) +
scale_y_continuous(labels=scales::percent) +
geom_line() +
labs(x = "Date", y = "Death ratio (%)", title = "Line plot representing Death Ratio", subtitle = "Over the USA population between dates 2020-02-25 to 2020-04-05")
ggplotly(p)%>%
layout(title = list(text = paste0('Line plot representing Death Ratio',
'<br>',
'<sup>',
'Over the USA population between dates 2020-02-25 to 2020-04-05','</sup>')))
We can see that we have a steep rise in the death ratio that starts at the begging of march, that can explain the increase in concern for both parties.
We would want to check if the death cases can cause the increase in concern. We will create a plot combing the daily death and the concern ratio for both parties.
Brief description for the plot :
We reset the level of concern to 0 for both parties in order to test their rise
We join the concern and total_df by date to get the information only at the specific dates we have.
We used gather function to do pivot longer for the 2 parties data
we created a dot plot with regression presenting the increase of concern by the increase in daily death cases.
p <- Civiqs_Poll %>%
mutate(Dem = (Dem-35)/100, Rep = (Rep+58)/100) %>%
left_join(Total_Df, by = "Date") %>%
gather(key,value,Rep,Dem) %>%
ggplot(aes(y =value, x = Deaths_Daily, color = key)) +
scale_y_continuous(labels=scales::percent) +
geom_point() +geom_smooth(se=F) +
labs(y = "Concern Rate", x = "Death Daily", title = "Increase in mutal concern for both parties", color = "Party")
ggplotly(p) %>%
layout(title = list(text = paste0('Dot plot representing the increase in concern for both parties',
'<br>',
'<sup>',
'While daily deaths number goes up','</sup>')))
It can be seen that while the death daily count increased the concern ratio for both parties increased dramatically. The concern ratio in the Republican party has an increase of almost 80% and the Democratic party by 40%.
Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant